SciCode

claude-fable-5

Anthropic

closed

Source carrier

60.2%

Gemini 3.1 Pro Preview

gemini-3.1-pro-preview

Google

closed

Source carrier

58.9%

kimi-k3

Moonshot AI

open

Public reference

58.7%

muse-spark-1-1

Meta

closed

Public reference

58.2%

Gemini 3.7 Flash

gemini-3.7-flash

Google

closed

Public reference

57.9%

gpt-5.4

OpenAI

closed

Source carrier

56.6%

GLM-5.3

glm-5.3

Z.AI

announced-open

Public reference

56.5%

Muse Spark 1.2

muse-spark-1-2

Meta

announced-open

Public reference

56.4%

gpt-5.5

OpenAI

closed

Public reference

56.1%

#10

gpt-5.6-sol

OpenAI

closed

Public reference

56.1%

#11

claude-opus-5

Anthropic

closed

Source carrier

55.7%

#12

gpt-5.2-codex

OpenAI

closed

Public reference

54.6%

#13

claude-opus-4-7

Anthropic

closed

Public reference

54.5%

#14

grok-4.5

xAI

closed

Source carrier

54.1%

#15

gpt-5.6-terra

OpenAI

closed

Public reference

53.9%

#16

claude-sonnet-5

Anthropic

closed

Source carrier

53.6%

#17

Grok 4.6

grok-4.6

xAI

closed

Public reference

53.6%

#18

claude-opus-4-8

Anthropic

closed

Source carrier

53.5%

#19

kimi-k2.6

Moonshot AI

open

Source carrier

53.5%

#20

qwen3.7-max

Alibaba Cloud

closed

Source carrier

53.5%

#21

gpt-5.3-codex

OpenAI

closed

Source carrier

53.2%

#22

gemini-3.5-flash

Google

closed

Source carrier

53.1%

#23

gemini-3.6-flash

Google

closed

Public reference

52.7%

#24

gpt-5.6-luna

OpenAI

closed

Public reference

52.5%

#25

gpt-5.2

OpenAI

closed

Source carrier

52.1%

#26

claude-opus-4-6

Anthropic

closed

Source carrier

51.9%

#27

muse-spark

Meta

closed

Source carrier

51.5%

#28

qwen3.7-plus

Alibaba Cloud

closed

Source carrier

51.3%

#29

glm-5-2

Z.AI

open

Source carrier

50.5%

#30

mimo-v2-5-pro

Xiaomi

open

Source carrier

50.2%

#31

deepseek-v4-pro

DeepSeek

open

Source carrier

50%

#32

gemini-3-flash

Google

closed

Source carrier

49.9%

#33

gpt-5.4-mini

OpenAI

closed

Source carrier

49.9%

#34

claude-opus-4-5-thinking

Anthropic

closed

Source carrier

49.5%

#35

DeepSeek V4 Pro 0813

DeepSeek-V4-Pro-0813

DeepSeek

open

Public reference

49.2%

#36

kimi-k2.5

Moonshot AI

open

Source carrier

49%

#37

hy3

Tencent

open

Source carrier

47.6%

#38

hy3-preview

Tencent

open

Source carrier

47.6%

#39

kimi-k2.7-code

Moonshot AI

open

Source carrier

47.5%

#40

grok-4.3

xAI

closed

Source carrier

47.3%

#41

claude-opus-4-5

Anthropic

closed

Source carrier

47%

#42

minimax-m2-7

MiniMax

open

Source carrier

47%

#43

claude-sonnet-4-6

Anthropic

closed

Source carrier

46.9%

#44

gpt-5.4-nano

OpenAI

closed

Source carrier

46.9%

#45

DeepSeek V4 Flash Vision Exp

qwen3-6-max-preview

Alibaba Cloud

closed

Source carrier

46.9%

#46

Qwen3.6 Max

qwen3.6-max

Alibaba Cloud

closed

Public reference

46.9%

#47

Qwen3.8-Flash-Next

Qwen/Qwen3.8-Flash-Next

Alibaba Cloud

open

Public reference

46.9%

#48

deepseek-v4-flash-vision-exp

DeepSeek

—

Public reference

46.6%

#49

o4-mini

OpenAI

closed

Public reference

46.5%

#50

glm-5

Z.AI

open

Source carrier

46.2%

#51

inkling

Thinking Machines Lab

open

Source carrier

46.1%

#52

GLM-5.3-Flash

glm-5.3-flash

Z.AI

open

Public reference

46.1%

#53

grok-4

xAI

closed

Public reference

45.7%

#54

Grok 4.20

grok-4.20

xAI

closed

Public reference

45.6%

#55

MiniMax-M3

MiniMax

open

Source carrier

45.4%

#56

glm-4.7

Z.AI

open

Public reference

45.1%

#57

deepseek-v4-flash

DeepSeek

open

Source carrier

44.9%

#58

Claude Sonnet 4.5

claude-sonnet-4-5

Anthropic

closed

Public reference

44.7%

#59

Grok 4 Fast

grok-4-fast

xAI

closed

Public reference

44.2%

#60

grok-4-fast-reasoning

xAI

closed

Source carrier

44.2%

#61

grok-4-1-fast-reasoning

xAI

closed

Source carrier

44.2%

#62

glm-5-1

Z.AI

open

Source carrier

43.8%

#63

glm-5-turbo

Z.AI

closed

Source carrier

43.6%

#64

Muse Glimmer 30B

meta-models/Muse-Glimmer-30B

Meta

open

Public reference

43.6%

#65

glm-5v-turbo

Z.AI

closed

Source carrier

43.5%

#66

gemma-4-31b

Google

open

Source carrier

43.4%

#67

gpt-5.1

OpenAI

closed

Source carrier

43.3%

#68

MiMo-V2.5

mimo-v2.5

Xiaomi

open

Public reference

43.1%

#69

qwen3-max

Alibaba Cloud

closed

Public reference

43.1%

#70

gpt-5

OpenAI

closed

Public reference

42.9%

#71

gemini-2.5-pro

Google

closed

Public reference

42.8%

#72

Nova 2 Pro

nova-2-pro-preview

Amazon

closed

Public reference

42.7%

#73

MiniMax M2.5

minimax-m2.5

MiniMax

open

Public reference

42.6%

#74

mimo-v2-pro

Xiaomi

closed

Source carrier

42.5%

#75

Kimi K2 Thinking

kimi-k2-thinking

Moonshot AI

open

Public reference

42.4%

#76

Qwen3.5 122B

qwen3.5-122b-a10b

Alibaba Cloud

open

Public reference

42.0%

#77

Qwen/Qwen3.5-397B-A17B

Alibaba Cloud

open

Public reference

42.0%

#78

Qwen/Qwen3.5-122B-A10B

Alibaba Cloud

open

Public reference

42.0%

#79

gemini-3.1-flash-lite

Google

closed

Source carrier

41.9%

#80

OpenAI

closed

Source carrier

41%

#81

GPT-5 mini

gpt-5-mini

OpenAI

closed

Public reference

41.0%

#82

claude-4-1-opus-thinking

Anthropic

closed

Source carrier

40.9%

#83

gemini-3.5-flash-lite

Google

closed

Public reference

40.9%

#84

Claude Opus 4.1

claude-opus-4-1

Anthropic

closed

Public reference

40.9%

#85

GPT-5 Codex

gpt-5-codex

OpenAI

closed

Public reference

40.9%

#86

MiniMax M2.1

minimax-m2.1

MiniMax

open

Public reference

40.7%

#87

qwen3-6-plus

Alibaba Cloud

closed

Source carrier

40.7%

#88

DeepSeek V3.1 Terminus

deepseek-v3.1-terminus

DeepSeek

open

Public reference

40.6%

#89

Grok 3 mini

grok-3-mini

xAI

closed

Public reference

40.6%

#90

gemini-2.5-flash

Google

closed

Public reference

40.5%

#91

Qwen3.5 Omni Plus

qwen3.5-omni-plus

Alibaba Cloud

closed

Public reference

40.5%

#92

gpt-4-1-mini

OpenAI

closed

Source carrier

40.4%

#93

deepseek-r1

DeepSeek

open

Source carrier

40.3%

#94

Claude Sonnet 3.7

claude-3-7-sonnet

Anthropic

closed

Public reference

40.3%

#95

gpt-5-1-codex

OpenAI

closed

Source carrier

40.2%

#96

gpt-5-1-codex-max

OpenAI

closed

Source carrier

40.2%

#97

Claude Sonnet 4

claude-sonnet-4

Anthropic

closed

Public reference

40.0%

#98

Gemma 4 26B

gemma-4-26b-a4b

Google

open

Public reference

40.0%

#99

google/gemma-4-26b-a4b-it

Google

open

Public reference

40.0%

#100

step-3-7-flash

StepFun

open

Source carrier

40%

#101

nemotron-3-ultra-550b

NVIDIA

open

Public reference

39.9%

#102

OpenAI

closed

Source carrier

39.9%

#103

Claude Opus 4

claude-opus-4

Anthropic

closed

Public reference

39.8%

#104

qwen3.6-27b

Alibaba Cloud

open

Public reference

39.8%

#105

mistralai/Mistral-Medium-3.5-128B

Mistral AI

open

Source carrier

39.6%

#106

qwen3.5-27b

Alibaba Cloud

open

Source carrier

39.5%

#107

deepseek-v3-1

DeepSeek

open

Public reference

39.1%

#108

gpt-oss-120b

OpenAI

open

Source carrier

38.9%

#109

deepseek-v3.2

DeepSeek

open

Public reference

38.9%

#110

glm-4.6

Z.AI

open

Public reference

38.4%

#111

google/gemma-4-12B

Google

open

Source carrier

38.2%

#112

gpt-4-1

OpenAI

closed

Source carrier

38.1%

#113

mistral-small-2603

Mistral AI

open

Source carrier

38%

#114

command-a-plus

Cohere

open

Public reference

37.8%

#115

Qwen3.5 35B

qwen3.5-35b-a3b

Alibaba Cloud

open

Public reference

37.7%

#116

qwen3-5-35b-a3b

Alibaba Cloud

open

Source carrier

37.7%

#117

deepseek-r1-distill-qwen-32b

DeepSeek

open

Source carrier

37.6%

#118

claude-4-sonnet

Anthropic

closed

Source carrier

37.3%

#119

Ling 2.6 1T

ling-2.6-1t

InclusionAI

open

Public reference

37.0%

#120

mimo-v2-omni

Xiaomi

closed

Source carrier

36.7%

#121

grok-code-fast-1

xAI

closed

Public reference

36.2%

#122

mistral-large-2512

Mistral AI

open

Source carrier

36.2%

#123

trinity-large-thinking

Arcee AI

open

Public reference

36.1%

#124

MiniMax M2

minimax-m2

MiniMax

open

Public reference

36.1%

#125

trinity-large-preview

Arcee AI

open

Source carrier

36.1%

#126

Nemotron 3 Super

nemotron-3-super-120b

NVIDIA

open

Public reference

36.0%

#127

OpenAI

closed

Source carrier

35.8%

#128

Qwen/Qwen3.6-35B-A3B

Alibaba Cloud

open

Source carrier

35.8%

#129

k-exaone

LG AI Research

closed

Source carrier

35.6%

#130

LongCat-2.0

meituan-longcat/LongCat-2.0

Meituan

open

Public reference

35.4%

#131

deepseek-v3

DeepSeek

open

Source carrier

35.4%

#132

nemotron-ultra-253b

NVIDIA

open

Source carrier

34.7%

#133

kimi-k2

Moonshot AI

closed

Source carrier

34.5%

#134

gpt-oss-20b

OpenAI

open

Source carrier

34.4%

#135

gpt-4o

OpenAI

closed

Source carrier

33.3%

#136

llama-4-maverick

Meta

open

Public reference

33.1%

#137

NVIDIA Nemotron 3.5 Lightning 30B-A3B

mistral-medium-3

Mistral AI

closed

Source carrier

33.1%

#138

nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16

NVIDIA

open

Public reference

32.6%

#139

gpt-4-turbo

OpenAI

closed

Source carrier

31.9%

#140

Kimi K2 0905

kimi-k2-0905

Moonshot AI

open

Public reference

30.7%

#141

glm-4-5-air

Z.AI

closed

Source carrier

30.6%

#142

llama-3-1-405b

Meta

open

Source carrier

29.9%

#143

nemotron-3-nano-30b

NVIDIA

open

Public reference

29.6%

#144

grok-4-1-fast

xAI

closed

Source carrier

29.6%

#145

gemini-1-5-pro

Google

closed

Source carrier

29.5%

#146

mistral-large-2

Mistral AI

closed

Source carrier

29.2%

#147

nemotron-3-nano-omni-30b-a3b

NVIDIA

open

Source carrier

27.8%

#148

ling-2-6-flash

InclusionAI

open

Source carrier

27.1%

#149

qwen2-5-coder-32b-instruct

Alibaba Cloud

open

Source carrier

27.1%

#150

sarvam-105b

Sarvam

open

Source carrier

26.4%

#151

phi-4

Microsoft

open

Source carrier

26%

#152

gpt-4-1-nano

OpenAI

closed

Public reference

25.9%

#153

exaone-4-0-32b

LG AI Research

open

Source carrier

25.2%

#154

solar-pro-2

Upstage

closed

Source carrier

24.8%

#155

gemma-4-e4b

Google

open

Source carrier

24.4%

#156

claude-3-opus

Anthropic

closed

Source carrier

23.3%

#157

gpt-4o-mini

OpenAI

closed

Source carrier

22.9%

#158

gemma-3-27b

Google

open

Source carrier

21.2%

#159

gemma-4-e2b

Google

open

Source carrier

20.9%

#160

nova-pro

Amazon

closed

Source carrier

20.8%

#161

sarvam-30b

Sarvam

open

Source carrier

19.2%

#162

claude-3-haiku

Anthropic

closed

Source carrier

18.6%

#163

llama-4-scout

Meta

open

Public reference

17.0%

#164

gemini-1-0-pro

Google

closed

Source carrier

11.7%

#165

granite-4-0-1b

IBM

open

Source carrier

8.7%

#166

granite-4-0-h-1b

IBM

open

Source carrier

8.2%

#167

lfm2-5-8b-a1b

LiquidAI

open

Source carrier

7.8%

#168

exaone-4-0-1-2b

LG AI Research

open

Source carrier

7.4%

#169

lfm2-5-vl-1-6b-extract

LiquidAI

open

Source carrier

#170

granite-4-0-h-350m

IBM

open

Source carrier

1.7%

#171

granite-4-0-350m

IBM

open

Source carrier

0.9%

Every distinct dated source-published row for SciCode, including exact model configuration labels
Exact published model / configuration	Canonical product	Score	Version / system	Evidence	Source / observed
Claude Opus 4.7 (Adaptive Reasoning, Max Effort) (Artificial Analysis independent run) claude-opus-4-7-max	Claude Opus 4.7	54.5%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Opus 4.7 (Adaptive Reasoning, Max Effort) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Claude Opus 4.6 (Adaptive Reasoning, Max Effort) (Artificial Analysis independent run) claude-opus-4-6-max	Claude Opus 4.6	51.9%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Opus 4.6 (Adaptive Reasoning, Max Effort) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
GLM-5.2 (max) (Artificial Analysis independent run) glm-5-2-max	GLM-5.2	50.5%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GLM-5.2 (max) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Kimi K2.5 (Reasoning) (Artificial Analysis completed independent run) kimi-k2-5-thinking	Kimi K2.5	49.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Kimi K2.5 (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Qwen3.8-Flash-Next (Artificial Analysis independent run) qwen-3-8-flash-next-aa-unspecified	Qwen3.8-Flash-Next	46.9%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Qwen3.8-Flash-Next individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Qwen3.5 122B A10B (Reasoning) (Artificial Analysis completed independent run) qwen3-5-122b-a10b-aa-reasoning-default	Qwen3.5-122B-A10B	42.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Qwen3.5 122B A10B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Qwen3.5 397B A17B (Reasoning) (Artificial Analysis completed independent run) qwen3-5-397b-thinking	Qwen3.5 397B A17B	42.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Qwen3.5 397B A17B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
GPT-4.1 mini (Artificial Analysis completed independent run) gpt-4-1-mini-epoch-gpt-4-1-mini-2025-04-14	GPT-4.1 mini	40.4%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-4.1 mini current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Gemma 4 26B A4B (Reasoning) (Artificial Analysis completed independent run) gemma-4-26b-a4b-aa-reasoning-default	Gemma 4 26B A4B	40.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Gemma 4 26B A4B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Mistral Medium 3.5 (Artificial Analysis completed independent run) mistral-medium-3-5-128b-aa-reasoning-default	Mistral Medium 3.5 128B	39.6%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Mistral Medium 3.5 current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
DeepSeek V3.1 (Reasoning) (Artificial Analysis independent run) deepseek-v3-1-reasoning-default	DeepSeek V3.1	39.1%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	DeepSeek V3.1 (Reasoning) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Mistral Small 4 (Reasoning) (Artificial Analysis completed independent run) mistral-small-4-reasoning	Mistral Small 4	38.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Mistral Small 4 (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
DeepSeek V3.1 (Non-reasoning) (Artificial Analysis independent run) deepseek-v3-1-non-reasoning	DeepSeek V3.1	36.7%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	DeepSeek V3.1 (Non-reasoning) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Trinity Large Thinking (Artificial Analysis completed independent run) trinity-large-thinking-aa-reasoning-default	Trinity-Large-Thinking	36.1%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Trinity Large Thinking current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Qwen3.6 35B A3B (Reasoning) (Artificial Analysis completed independent run) qwen3-6-35b-a3b-aa-reasoning-default	Qwen3.6-35B-A3B	35.8%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Qwen3.6 35B A3B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
LongCat 2.0 (Artificial Analysis independent run) longcat-2-0-default	LongCat-2.0	35.4%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	LongCat 2.0 individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29
Llama 4 Maverick (Artificial Analysis completed independent run) llama-4-maverick-aa-non-reasoning-default	Llama 4 Maverick	33.1%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Llama 4 Maverick current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) (Artificial Analysis completed independent run) nemotron-3-nano-30b-aa-reasoning-default	Nemotron 3 Nano 30B	29.6%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
GPT-4.1 nano (Artificial Analysis completed independent run) gpt-4-1-nano-epoch-gpt-4-1-nano-2025-04-14	GPT-4.1 nano	25.9%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-4.1 nano current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Gemma 3 27B Instruct (Artificial Analysis completed independent run) gemma-3-27b-aa-non-reasoning-default	Gemma 3 27B	21.2%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Gemma 3 27B Instruct current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Llama 4 Scout (Artificial Analysis completed independent run) llama-4-scout-aa-non-reasoning-default	Llama 4 Scout	17.0%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Llama 4 Scout current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29
Claude Fable 5 (max; Artificial Analysis independent run) claude-fable-5-max	Claude Fable 5	60.2%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Fable 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Kimi K3 (max; Artificial Analysis independent run) kimi-k3-max	Kimi K3	58.7%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Kimi K3 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Muse Spark 1.1 (xhigh; Artificial Analysis independent run) muse-spark-1-1-xhigh	Muse Spark 1.1	58.2%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Muse Spark 1.1 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Gemini 3.7 Flash (medium; Artificial Analysis independent run) gemini-3-7-flash-medium	Gemini 3.7 Flash	57.9%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GPT-5.4 (xhigh; Artificial Analysis independent run) gpt-5-4-xhigh	GPT-5.4	56.6%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-5.4 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GLM-5.3 (max; Artificial Analysis independent run) glm-5-3-max	GLM-5.3	56.5%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GLM-5.3 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Muse Spark 1.2 (xhigh; Artificial Analysis independent run) muse-spark-1-2-xhigh	Muse Spark 1.2	56.4%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Muse Spark 1.2 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GPT-5.5 (xhigh; Artificial Analysis independent run) gpt-5-5-xhigh	GPT-5.5	56.1%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-5.5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GPT-5.6 Sol (max; Artificial Analysis independent run) gpt-5-6-sol-max	GPT-5.6 Sol	56.1%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-5.6 Sol individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Claude Opus 5 (max; Artificial Analysis independent run) claude-opus-5-max	Claude Opus 5	55.7%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Opus 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Grok 4.5 (high; Artificial Analysis independent run) grok-4-5-aa-2-high	Grok 4.5	54.1%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Grok 4.5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GPT-5.6 Terra (max; Artificial Analysis independent run) gpt-5-6-terra-max	GPT-5.6 Terra	53.9%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-5.6 Terra individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Claude Sonnet 5 (max; Artificial Analysis independent run) claude-sonnet-5-max	Claude Sonnet 5	53.6%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Sonnet 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Grok 4.6 (high; Artificial Analysis independent run) grok-4-6-high	Grok 4.6	53.6%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Grok 4.6 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Claude Opus 4.8 (max; Artificial Analysis independent run) claude-opus-4-8-max	Claude Opus 4.8	53.5%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Claude Opus 4.8 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
Gemini 3.6 Flash (high; Artificial Analysis independent run) gemini-3-6-flash-high	Gemini 3.6 Flash	52.7%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	Gemini 3.6 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GPT-5.6 Luna (max; Artificial Analysis independent run) gpt-5-6-luna-max	GPT-5.6 Luna	52.5%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GPT-5.6 Luna individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
DeepSeek V4 Pro 0813 (max; Artificial Analysis independent run) deepseek-v4-pro-0813-max	DeepSeek V4 Pro 0813	49.2%	rollingArtificial Analysis SciCode evaluation	Public reference · not scored independently-verified	DeepSeek V4 Pro 0813 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
DeepSeek V4 Flash Vision Exp (max; Artificial Analysis independent run) deepseek-v4-flash-vision-exp-max-harness	DeepSeek V4 Flash Vision Exp	46.6%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	DeepSeek V4 Flash Vision Exp individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
GLM-5.3-Flash (max; Artificial Analysis independent run) glm-5-3-flash-max	GLM-5.3-Flash	46.1%	2024Artificial Analysis SciCode evaluation	Public reference · not scored independently-verified	GLM-5.3-Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27
NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16; NVIDIA release evaluation; temperature=1.0; top_p=0.95 nemotron-3-5-lightning-30b-a3b-default	NVIDIA Nemotron 3.5 Lightning 30B-A3B	32.6%	CurrentNVIDIA NeMo Gym / NeMo Evaluator SDK consistent release harness	Public reference · not scored provider-reported	NVIDIA Nemotron 3.5 Lightning 30B-A3B BF16 model card ↗Observed 2026-08-11 · checked 2026-08-12
Muse Glimmer-30B; high reasoning; temperature=1.0; top_p=0.95; top_k=64 muse-glimmer-30b-high	Muse Glimmer 30B	43.6%	288 test subproblemsArtificial Analysis SciCode documented evaluation	Public reference · not scored provider-reported	Muse Glimmer Evaluation Methodology ↗Observed 2026-08-10 · checked 2026-08-10
Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Fable 5	60.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Kimi K3 public default configuration (reasoning_effort=max; temperature=1.0) kimi-k3-max	Kimi K3	58.7%	Artificial Analysis current as of 2026-07-23Artificial Analysis evaluation cited by Moonshot	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-29
Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark 1.1	58.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4	56.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.5	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Sol	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 5	55.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2 Codex	54.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max	Claude Opus 4.7	54.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.5	54.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Terra	53.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 5	53.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.8	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.6	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.3-Codex	53.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash	53.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.6 Flash	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Luna	52.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2	52.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-6-max	Claude Opus 4.6	51.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark	51.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.2	50.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2.5-Pro	50.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.7	50.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-max	DeepSeek V4 Pro	50%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3 Flash	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 mini	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5 Thinking	49.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration. kimi-k2-5-thinking	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Max	48.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3 Preview	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.7 Code	47.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.3	47.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 4.6	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 nano	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen 3.6 Max (preview)	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-high	DeepSeek V4 Pro	46.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5	46.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Inkling	46.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.6	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Plus	45.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M3	45.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.7	45.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-max	DeepSeek V4 Flash	44.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.1	43.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5-Turbo	43.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5V-Turbo	43.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 31B	43.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1	43.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration. gpt-5-high	GPT-5	42.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Pro	42.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Pro	42.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-high	DeepSeek V4 Flash	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-122B-A10B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration. qwen3-5-397b-thinking	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.1 Flash-Lite	41.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration. gpt-5-medium	GPT-5	41.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3	41%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4.1 Opus Thinking	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash-Lite	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 Plus	40.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 mini	40.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek-R1	40.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex-Max	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 26B A4B	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Step 3.7 Flash	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Ultra	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3-mini	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 27B	39.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3.5 128B	39.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 27B	39.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration. deepseek-v3-1-reasoning-default	DeepSeek V3.1	39.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 120B	38.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.2	38.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3 Max	38.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 12B Unified	38.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1	38.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration. mistral-small-4-reasoning	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Command A+	37.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-35B-A3B	37.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek R1 Distill Qwen 32B	37.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4 Sonnet	37.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.1	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Omni	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok Code Fast 1	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 3	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Preview	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Thinking	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o1	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6-35B-A3B	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	K-Exaone	35.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3	35.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron Ultra 253B	34.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2	34.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 20B	34.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o	33.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.6	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Maverick	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4 Turbo	31.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.5-Air	30.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 3.1 405B	29.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano 30B	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.5 Pro	29.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 2	29.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Flash	29.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano Omni 30B A3B	27.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Ling 2.6 Flash	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen2.5 Coder 32B Instruct	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 105B	26.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Phi-4	26%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 nano	25.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 32B	25.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Solar Pro 2	24.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E4B	24.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Opus	23.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o mini	22.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 3 27B	21.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E2B	20.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nova Pro	20.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 30B	19.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Haiku	18.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Scout	17%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.0 Pro	11.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-1B	8.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-1B	8.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-8B-A1B	7.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 1.2B	7.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-VL-1.6B-Extract	3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-350M	1.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-350M	0.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01
Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Fable 5	60.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K3	58.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark 1.1	58.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4	56.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.5	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Sol	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 5	55.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2 Codex	54.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max	Claude Opus 4.7	54.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.5	54.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Terra	53.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 5	53.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.8	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.6	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.3-Codex	53.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash	53.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.6 Flash	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Luna	52.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2	52.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-6-max	Claude Opus 4.6	51.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark	51.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.2	50.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2.5-Pro	50.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.7	50.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-max	DeepSeek V4 Pro	50%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3 Flash	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 mini	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5 Thinking	49.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration. kimi-k2-5-thinking	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Max	48.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3 Preview	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.7 Code	47.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.3	47.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 4.6	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 nano	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen 3.6 Max (preview)	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-high	DeepSeek V4 Pro	46.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5	46.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Inkling	46.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.6	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Plus	45.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M3	45.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.7	45.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-max	DeepSeek V4 Flash	44.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.1	43.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5-Turbo	43.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5V-Turbo	43.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 31B	43.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1	43.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration. gpt-5-high	GPT-5	42.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Pro	42.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Pro	42.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-high	DeepSeek V4 Flash	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-122B-A10B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration. qwen3-5-397b-thinking	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.1 Flash-Lite	41.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration. gpt-5-medium	GPT-5	41.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3	41%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4.1 Opus Thinking	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash-Lite	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 Plus	40.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 mini	40.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek-R1	40.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex-Max	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 26B A4B	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Step 3.7 Flash	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Ultra	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3-mini	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 27B	39.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3.5 128B	39.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 27B	39.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration. deepseek-v3-1-reasoning-default	DeepSeek V3.1	39.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 120B	38.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.2	38.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3 Max	38.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 12B Unified	38.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1	38.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration. mistral-small-4-reasoning	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Command A+	37.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-35B-A3B	37.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek R1 Distill Qwen 32B	37.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4 Sonnet	37.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.1	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Omni	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok Code Fast 1	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 3	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Preview	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Thinking	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o1	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6-35B-A3B	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	K-Exaone	35.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3	35.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron Ultra 253B	34.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2	34.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 20B	34.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o	33.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.6	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Maverick	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4 Turbo	31.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.5-Air	30.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 3.1 405B	29.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano 30B	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.5 Pro	29.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 2	29.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Flash	29.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano Omni 30B A3B	27.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Ling 2.6 Flash	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen2.5 Coder 32B Instruct	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 105B	26.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Phi-4	26%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 nano	25.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 32B	25.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Solar Pro 2	24.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E4B	24.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Opus	23.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o mini	22.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 3 27B	21.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E2B	20.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nova Pro	20.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 30B	19.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Haiku	18.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Scout	17%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.0 Pro	11.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-1B	8.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-1B	8.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-8B-A1B	7.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 1.2B	7.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-VL-1.6B-Extract	3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-350M	1.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-350M	0.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27
Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Fable 5	60.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K3	58.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark 1.1	58.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4	56.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.5	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Sol	56.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2 Codex	54.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max	Claude Opus 4.7	54.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.5	54.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Terra	53.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 5	53.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.8	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.6	53.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.3-Codex	53.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash	53.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.6 Flash	52.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Artificial Analysis SciCode independent evaluation. source label without registered configuration ID	Gemini 3.6 Flash	52.7%	CurrentArtificial Analysis evaluation harness	Public reference · not scored source-checked	Gemini 3.6 Flash (Artificial Analysis) ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.6 Luna	52.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.2	52.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-6-max	Claude Opus 4.6	51.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Muse Spark	51.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.2	50.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2.5-Pro	50.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.7	50.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-max	DeepSeek V4 Pro	50%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3 Flash	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 mini	49.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5 Thinking	49.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration. kimi-k2-5-thinking	Kimi K2.5	49%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Max	48.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Hy3 Preview	47.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2.7 Code	47.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.3	47.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.5	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M2.7	47%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Sonnet 4.6	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.4 nano	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen 3.6 Max (preview)	46.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-pro-high	DeepSeek V4 Pro	46.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5	46.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Inkling	46.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude Opus 4.6	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4	45.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.7-Plus	45.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiniMax M3	45.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.7	45.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-max	DeepSeek V4 Flash	44.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4 Fast (Reasoning)	44.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5.1	43.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5-Turbo	43.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-5V-Turbo	43.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 31B	43.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1	43.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration. gpt-5-high	GPT-5	42.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Pro	42.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Pro	42.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-high	DeepSeek V4 Flash	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-122B-A10B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration. qwen3-5-397b-thinking	Qwen3.5 397B A17B	42%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.1 Flash-Lite	41.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration. gpt-5-medium	GPT-5	41.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3	41%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4.1 Opus Thinking	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 3.5 Flash-Lite	40.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Artificial Analysis SciCode independent evaluation. source label without registered configuration ID	Gemini 3.5 Flash-Lite	40.9%	CurrentArtificial Analysis evaluation harness	Public reference · not scored source-checked	Gemini 3.5 Flash-Lite (Artificial Analysis) ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 Plus	40.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 mini	40.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek-R1	40.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-5.1-Codex-Max	40.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 26B A4B	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Step 3.7 Flash	40%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Ultra	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o3-mini	39.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6 27B	39.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3.5 128B	39.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5 27B	39.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration. deepseek-v3-1-reasoning-default	DeepSeek V3.1	39.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 120B	38.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.2	38.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3 Max	38.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 12B Unified	38.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1	38.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration. mistral-small-4-reasoning	Mistral Small 4	38%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Command A+	37.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.5-35B-A3B	37.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek R1 Distill Qwen 32B	37.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 4 Sonnet	37.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3.1	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	MiMo-V2-Omni	36.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok Code Fast 1	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 3	36.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Preview	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Trinity-Large-Thinking	36.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	o1	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen3.6-35B-A3B	35.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	K-Exaone	35.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	DeepSeek V3	35.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron Ultra 253B	34.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Kimi K2	34.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-OSS 20B	34.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o	33.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.6	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Maverick	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Medium 3	33.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4 Turbo	31.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GLM-4.5-Air	30.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 3.1 405B	29.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Grok 4.1 Fast	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano 30B	29.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.5 Pro	29.5%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Mistral Large 2	29.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 2.5 Flash	29.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nemotron 3 Nano Omni 30B A3B	27.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Ling 2.6 Flash	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Qwen2.5 Coder 32B Instruct	27.1%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 105B	26.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Phi-4	26%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4.1 nano	25.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 32B	25.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Solar Pro 2	24.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E4B	24.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Opus	23.3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	GPT-4o mini	22.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 3 27B	21.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemma 4 E2B	20.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Nova Pro	20.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Sarvam 30B	19.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Claude 3 Haiku	18.6%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Llama 4 Scout	17%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Gemini 1.0 Pro	11.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-1B	8.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-1B	8.2%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-8B-A1B	7.8%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Exaone 4.0 1.2B	7.4%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	LFM2.5-VL-1.6B-Extract	3%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-H-350M	1.7%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID	Granite-4.0-350M	0.9%	2026Source-native system	Source carrier · no additional scoring weight source-checked	BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21
Kimi K3; Artificial Analysis SciCode evaluation. source label without registered configuration ID	Kimi K3	58.7%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Kimi K3 Intelligence, Performance & Price Analysis ↗Observed 2026-07-20 · checked 2026-07-21
Muse Spark 1.1 (xhigh); Artificial Analysis independent evaluation configuration as published. muse-spark-1-1-xhigh	Muse Spark 1.1	58.2%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Muse Spark 1.1 (xhigh) analysis ↗Observed 2026-07-16 · checked 2026-07-16
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Claude Fable 5	60.2%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Gemini 3.1 Pro Preview	58.9%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Muse Spark 1.1	58.2%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.4	56.6%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.5	56.1%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.6 Sol	56.1%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
GPT-5.2 Codex (xhigh) gpt-5-2-codex-xhigh	GPT-5.2 Codex	54.6%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Grok 4.5	54.1%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.6 Terra	53.9%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Claude Sonnet 5	53.6%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Qwen3.7-Max	53.5%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Claude Opus 4.8	53.5%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Kimi K2.6 source label without registered configuration ID	Kimi K2.6	53.5%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.3-Codex	53.2%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Gemini 3.5 Flash	53.1%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GPT-5.6 Luna	52.5%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
GPT-5.2 (xhigh) gpt-5-2-xhigh	GPT-5.2	52.1%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Muse Spark	51.5%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Qwen3.7-Plus	51.3%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	GLM-5.2	50.5%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	MiMo-V2.5-Pro	50.2%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Claude Opus 4.7	50.1%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Gemini 3 Flash	49.9%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
GPT-5.4 mini (xhigh) gpt-5-4-mini-xhigh	GPT-5.4 mini	49.9%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Kimi K2.5	48.7%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Kimi K2.7 Code source label without registered configuration ID	Kimi K2.7 Code	47.5%	CurrentArtificial Analysis independent evaluation	Public reference · not scored source-checked	Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Grok 4.3	47.3%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15
Exact model variant as listed on the BenchLM public benchmark leaderboard page. source label without registered configuration ID	Claude Opus 4.5	47%	CurrentBenchLM aggregated public evaluation	Source carrier · no additional scoring weight source-checked	BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact published model / configuration

Canonical product

Score

Version / system

Evidence

Source / observed

Claude Opus 4.7 (Adaptive Reasoning, Max Effort) (Artificial Analysis independent run)

claude-opus-4-7-max

54.5%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Opus 4.7 (Adaptive Reasoning, Max Effort) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Claude Opus 4.6 (Adaptive Reasoning, Max Effort) (Artificial Analysis independent run)

claude-opus-4-6-max

51.9%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Opus 4.6 (Adaptive Reasoning, Max Effort) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

GLM-5.2 (max) (Artificial Analysis independent run)

glm-5-2-max

50.5%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GLM-5.2 (max) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Kimi K2.5 (Reasoning) (Artificial Analysis completed independent run)

kimi-k2-5-thinking

49.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Kimi K2.5 (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Qwen3.8-Flash-Next (Artificial Analysis independent run)

qwen-3-8-flash-next-aa-unspecified

Qwen3.8-Flash-Next

46.9%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Qwen3.8-Flash-Next individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Qwen3.5 122B A10B (Reasoning) (Artificial Analysis completed independent run)

qwen3-5-122b-a10b-aa-reasoning-default

42.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Qwen3.5 122B A10B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Qwen3.5 397B A17B (Reasoning) (Artificial Analysis completed independent run)

qwen3-5-397b-thinking

42.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Qwen3.5 397B A17B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

GPT-4.1 mini (Artificial Analysis completed independent run)

gpt-4-1-mini-epoch-gpt-4-1-mini-2025-04-14

40.4%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-4.1 mini current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Gemma 4 26B A4B (Reasoning) (Artificial Analysis completed independent run)

gemma-4-26b-a4b-aa-reasoning-default

40.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Gemma 4 26B A4B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Mistral Medium 3.5 (Artificial Analysis completed independent run)

mistral-medium-3-5-128b-aa-reasoning-default

39.6%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Mistral Medium 3.5 current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

DeepSeek V3.1 (Reasoning) (Artificial Analysis independent run)

deepseek-v3-1-reasoning-default

39.1%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

DeepSeek V3.1 (Reasoning) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Mistral Small 4 (Reasoning) (Artificial Analysis completed independent run)

mistral-small-4-reasoning

38.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Mistral Small 4 (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

DeepSeek V3.1 (Non-reasoning) (Artificial Analysis independent run)

deepseek-v3-1-non-reasoning

36.7%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

DeepSeek V3.1 (Non-reasoning) individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Trinity Large Thinking (Artificial Analysis completed independent run)

trinity-large-thinking-aa-reasoning-default

36.1%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Trinity Large Thinking current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Qwen3.6 35B A3B (Reasoning) (Artificial Analysis completed independent run)

qwen3-6-35b-a3b-aa-reasoning-default

35.8%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Qwen3.6 35B A3B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

LongCat 2.0 (Artificial Analysis independent run)

longcat-2-0-default

LongCat-2.0

35.4%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

LongCat 2.0 individual evaluations ↗Observed 2026-08-29 · checked 2026-08-29

Llama 4 Maverick (Artificial Analysis completed independent run)

llama-4-maverick-aa-non-reasoning-default

33.1%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Llama 4 Maverick current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) (Artificial Analysis completed independent run)

nemotron-3-nano-30b-aa-reasoning-default

29.6%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

GPT-4.1 nano (Artificial Analysis completed independent run)

gpt-4-1-nano-epoch-gpt-4-1-nano-2025-04-14

25.9%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-4.1 nano current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Gemma 3 27B Instruct (Artificial Analysis completed independent run)

gemma-3-27b-aa-non-reasoning-default

21.2%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Gemma 3 27B Instruct current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Llama 4 Scout (Artificial Analysis completed independent run)

llama-4-scout-aa-non-reasoning-default

17.0%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Llama 4 Scout current model and individual-evaluation page ↗Observed 2026-08-29 · checked 2026-08-29

Claude Fable 5 (max; Artificial Analysis independent run)

claude-fable-5-max

60.2%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Fable 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Kimi K3 (max; Artificial Analysis independent run)

kimi-k3-max

58.7%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Kimi K3 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Muse Spark 1.1 (xhigh; Artificial Analysis independent run)

muse-spark-1-1-xhigh

58.2%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Muse Spark 1.1 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Gemini 3.7 Flash (medium; Artificial Analysis independent run)

gemini-3-7-flash-medium

Gemini 3.7 Flash

57.9%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GPT-5.4 (xhigh; Artificial Analysis independent run)

gpt-5-4-xhigh

56.6%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-5.4 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GLM-5.3 (max; Artificial Analysis independent run)

glm-5-3-max

GLM-5.3

56.5%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GLM-5.3 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Muse Spark 1.2 (xhigh; Artificial Analysis independent run)

muse-spark-1-2-xhigh

Muse Spark 1.2

56.4%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Muse Spark 1.2 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GPT-5.5 (xhigh; Artificial Analysis independent run)

gpt-5-5-xhigh

56.1%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-5.5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GPT-5.6 Sol (max; Artificial Analysis independent run)

gpt-5-6-sol-max

56.1%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-5.6 Sol individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Claude Opus 5 (max; Artificial Analysis independent run)

claude-opus-5-max

55.7%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Opus 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Grok 4.5 (high; Artificial Analysis independent run)

grok-4-5-aa-2-high

54.1%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Grok 4.5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GPT-5.6 Terra (max; Artificial Analysis independent run)

gpt-5-6-terra-max

53.9%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-5.6 Terra individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Claude Sonnet 5 (max; Artificial Analysis independent run)

claude-sonnet-5-max

53.6%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Sonnet 5 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Grok 4.6 (high; Artificial Analysis independent run)

grok-4-6-high

Grok 4.6

53.6%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Grok 4.6 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Claude Opus 4.8 (max; Artificial Analysis independent run)

claude-opus-4-8-max

53.5%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Claude Opus 4.8 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

Gemini 3.6 Flash (high; Artificial Analysis independent run)

gemini-3-6-flash-high

52.7%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

Gemini 3.6 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GPT-5.6 Luna (max; Artificial Analysis independent run)

gpt-5-6-luna-max

DeepSeek V4 Flash Vision Exp

52.5%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GPT-5.6 Luna individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

DeepSeek V4 Pro 0813 (max; Artificial Analysis independent run)

deepseek-v4-pro-0813-max

DeepSeek V4 Pro 0813

49.2%

rollingArtificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

DeepSeek V4 Pro 0813 individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

DeepSeek V4 Flash Vision Exp (max; Artificial Analysis independent run)

deepseek-v4-flash-vision-exp-max-harness

46.6%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

DeepSeek V4 Flash Vision Exp individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

GLM-5.3-Flash (max; Artificial Analysis independent run)

glm-5-3-flash-max

GLM-5.3-Flash

46.1%

2024Artificial Analysis SciCode evaluation

Public reference · not scored

independently-verified

GLM-5.3-Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27

NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16; NVIDIA release evaluation; temperature=1.0; top_p=0.95

nemotron-3-5-lightning-30b-a3b-default

NVIDIA Nemotron 3.5 Lightning 30B-A3B

32.6%

CurrentNVIDIA NeMo Gym / NeMo Evaluator SDK consistent release harness

Public reference · not scored

provider-reported

NVIDIA Nemotron 3.5 Lightning 30B-A3B BF16 model card ↗Observed 2026-08-11 · checked 2026-08-12

Muse Glimmer-30B; high reasoning; temperature=1.0; top_p=0.95; top_k=64

muse-glimmer-30b-high

Muse Glimmer 30B

43.6%

288 test subproblemsArtificial Analysis SciCode documented evaluation

Public reference · not scored

provider-reported

Muse Glimmer Evaluation Methodology ↗Observed 2026-08-10 · checked 2026-08-10

Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

60.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Kimi K3 public default configuration (reasoning_effort=max; temperature=1.0)

kimi-k3-max

58.7%

Artificial Analysis current as of 2026-07-23Artificial Analysis evaluation cited by Moonshot

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-29

Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

58.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

55.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-7-max

54.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-6-max

51.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

51.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-max

50%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration.

kimi-k2-5-thinking

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

48.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-high

46.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-max

44.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration.

gpt-5-high

42.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-high

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration.

qwen3-5-397b-thinking

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration.

gpt-5-medium

41.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration.

deepseek-v3-1-reasoning-default

39.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration.

mistral-small-4-reasoning

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

31.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

30.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

23.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

22.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

21.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

19.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

18.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

17%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

11.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

1.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

0.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01

Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

60.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

58.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

58.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

55.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-7-max

54.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-6-max

51.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

51.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-max

50%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration.

kimi-k2-5-thinking

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

48.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-high

46.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-max

44.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration.

gpt-5-high

42.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-high

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration.

qwen3-5-397b-thinking

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration.

gpt-5-medium

41.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration.

deepseek-v3-1-reasoning-default

39.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration.

mistral-small-4-reasoning

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

31.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

30.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

23.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

22.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

21.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

19.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

18.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

17%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

11.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

1.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

0.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27

Exact BenchLM registry variant Claude Fable 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

60.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

58.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

58.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

56.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.2-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-7-max

54.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

54.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Sonnet 5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.8; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K2.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.3 Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

53.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 3.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Artificial Analysis SciCode independent evaluation.

source label without registered configuration ID

52.7%

CurrentArtificial Analysis evaluation harness

Public reference · not scored

source-checked

Gemini 3.6 Flash (Artificial Analysis) ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

52.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.6 (Adaptive); bulk export does not retain a complete upstream harness configuration.

claude-opus-4-6-max

51.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

51.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-5.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant MiMo-V2.5-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

50.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V4 Pro (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-max

50%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 3 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.4 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.5 Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K2.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K2.5 (Reasoning); bulk export does not retain a complete upstream harness configuration.

kimi-k2-5-thinking

49%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

48.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Hy3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Hy3 Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K2.7 Code; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4.3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant MiniMax M2.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

47%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.4 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen 3.6 Max (preview); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V4 Pro (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-pro-high

46.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Inkling; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

46.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.7 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant MiniMax M3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-4.7; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

45.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-max

44.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4.1 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4 Fast (Reasoning); bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

44.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-5-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-5V-Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 4 31B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

43.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5 (high); bulk export does not retain a complete upstream harness configuration.

gpt-5-high

42.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 2.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant MiMo-V2-Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V4 Flash (High); bulk export does not retain a complete upstream harness configuration.

deepseek-v4-flash-high

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.5-122B-A10B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.5 397B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.5 397B (Reasoning); bulk export does not retain a complete upstream harness configuration.

qwen3-5-397b-thinking

42%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 3.1 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5 (medium); bulk export does not retain a complete upstream harness configuration.

gpt-5-medium

41.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant o3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

41%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude 4.1 Opus Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 3.5 Flash-Lite; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Artificial Analysis SciCode independent evaluation.

source label without registered configuration ID

40.9%

CurrentArtificial Analysis evaluation harness

Public reference · not scored

source-checked

Gemini 3.5 Flash-Lite (Artificial Analysis) ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.6 Plus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4.1 mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek-R1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.1-Codex; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-5.1-Codex-Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 4 26B A4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Step 3.7 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

40%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Nemotron 3 Ultra; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant o3-mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.6-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Medium 3.5 128B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.5-27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

39.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V3.1 (Reasoning); bulk export does not retain a complete upstream harness configuration.

deepseek-v3-1-reasoning-default

39.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-OSS 120B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V3.2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3 Max; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 4 12B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Small 4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Small 4 (Reasoning); bulk export does not retain a complete upstream harness configuration.

mistral-small-4-reasoning

38%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Command A+; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.5-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek R1 Distill Qwen 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude 4 Sonnet; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

37.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V3.1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant MiMo-V2-Omni; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok Code Fast 1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Large 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Trinity-Large-Preview; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Trinity-Large-Thinking; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

36.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant o1; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen3.6-35B-A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant K-Exaone; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant DeepSeek V3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

35.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Nemotron Ultra 253B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Kimi K2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-OSS 20B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

34.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4o; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-4.6; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Llama 4 Maverick; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Medium 3; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

33.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4 Turbo; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

31.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GLM-4.5-Air; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

30.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Llama 3.1 405B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Grok 4.1 Fast; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Nemotron 3 Nano 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 1.5 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.5%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Mistral Large 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 2.5 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

29.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Nemotron 3 Nano Omni 30B A3B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Ling 2.6 Flash; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Qwen2.5 Coder 32B Instruct; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

27.1%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Sarvam 105B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Phi-4; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

26%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4.1 nano; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Exaone 4.0 32B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

25.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Solar Pro 2; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 4 E4B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

24.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude 3 Opus; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

23.3%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant GPT-4o mini; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

22.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 3 27B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

21.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemma 4 E2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Nova Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

20.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Sarvam 30B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

19.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Claude 3 Haiku; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

18.6%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Llama 4 Scout; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

17%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Gemini 1.0 Pro; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

11.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Granite-4.0-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Granite-4.0-H-1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

8.2%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant LFM2.5-8B-A1B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.8%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Exaone 4.0 1.2B; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

7.4%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant LFM2.5-VL-1.6B-Extract; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Granite-4.0-H-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

1.7%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Exact BenchLM registry variant Granite-4.0-350M; bulk export does not retain a complete upstream harness configuration.

source label without registered configuration ID

0.9%

2026Source-native system

Source carrier · no additional scoring weight

source-checked

BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21

Kimi K3; Artificial Analysis SciCode evaluation.

source label without registered configuration ID

58.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Kimi K3 Intelligence, Performance & Price Analysis ↗Observed 2026-07-20 · checked 2026-07-21

Muse Spark 1.1 (xhigh); Artificial Analysis independent evaluation configuration as published.

muse-spark-1-1-xhigh

58.2%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Muse Spark 1.1 (xhigh) analysis ↗Observed 2026-07-16 · checked 2026-07-16

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

60.2%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

Gemini 3.1 Pro Preview

58.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

58.2%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

56.6%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

56.1%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

56.1%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5.2 Codex (xhigh)

gpt-5-2-codex-xhigh

54.6%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

54.1%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.6%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Kimi K2.6

source label without registered configuration ID

53.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.2%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

53.1%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

52.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5.2 (xhigh)

gpt-5-2-xhigh

52.1%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

51.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

51.3%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

50.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

50.2%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

50.1%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

49.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5.4 mini (xhigh)

gpt-5-4-mini-xhigh

49.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

48.7%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Kimi K2.7 Code

source label without registered configuration ID

47.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

47.3%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

47%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

47%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

46.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

46.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.6 Max Preview

source label without registered configuration ID

Qwen3.6 Max

46.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

o4-mini (high)

o4-mini-high

o4-mini

46.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

46.2%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Grok 4

source label without registered configuration ID

45.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

45.7%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Grok 4.20 0309 v2 (Reasoning)

source label without registered configuration ID

Grok 4.20

45.6%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

45.4%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

GLM-4.7 (Reasoning)

source label without registered configuration ID

45.1%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Claude 4.5 Sonnet (Reasoning)

source label without registered configuration ID

Claude Sonnet 4.5

44.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Grok 4 Fast (Reasoning)

source label without registered configuration ID

Grok 4 Fast

44.2%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

43.8%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

43.6%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

43.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

43.4%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

43.3%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

MiMo-V2.5

source label without registered configuration ID

MiMo-V2.5

43.1%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3 Max Thinking

source label without registered configuration ID

43.1%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5 (high)

gpt-5-high

42.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Gemini 2.5 Pro

source label without registered configuration ID

42.8%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Nova 2.0 Pro Preview (medium)

source label without registered configuration ID

Nova 2 Pro

42.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

MiniMax-M2.5

source label without registered configuration ID

MiniMax M2.5

42.6%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

42.5%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Kimi K2 Thinking

source label without registered configuration ID

Kimi K2 Thinking

42.4%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.5 397B A17B (Reasoning)

source label without registered configuration ID

42.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.5 122B A10B (Reasoning)

source label without registered configuration ID

Qwen3.5 122B

42.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

41.9%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5 mini (medium)

gpt-5-mini-medium

GPT-5 mini

41.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

source label without registered configuration ID

41.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Claude 4.1 Opus (Reasoning)

source label without registered configuration ID

Claude Opus 4.1

40.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

GPT-5 Codex (high)

gpt-5-codex-high

GPT-5 Codex

40.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

MiniMax-M2.1

source label without registered configuration ID

MiniMax M2.1

40.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

40.7%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

DeepSeek V3.1 Terminus (Reasoning)

source label without registered configuration ID

DeepSeek V3.1 Terminus

40.6%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Grok 3 mini Reasoning (high)

source label without registered configuration ID

Grok 3 mini

40.6%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.5 Omni Plus

source label without registered configuration ID

Qwen3.5 Omni Plus

40.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Gemini 2.5 Flash Preview (Sep '25) (Reasoning)

source label without registered configuration ID

40.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Claude 3.7 Sonnet (Reasoning)

source label without registered configuration ID

Claude Sonnet 3.7

40.3%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Gemma 4 26B A4B (Reasoning)

source label without registered configuration ID

Gemma 4 26B

40.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Claude 4 Sonnet (Reasoning)

source label without registered configuration ID

Claude Sonnet 4

40.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Nemotron 3 Ultra 550B A55B (Reasoning)

source label without registered configuration ID

39.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Claude 4 Opus (Reasoning)

source label without registered configuration ID

Claude Opus 4

39.8%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.6 27B (Reasoning)

source label without registered configuration ID

39.8%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.5 27B (Reasoning)

source label without registered configuration ID

39.5%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

DeepSeek V3.2 (Reasoning)

source label without registered configuration ID

38.9%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

GLM-4.6 (Reasoning)

source label without registered configuration ID

38.4%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Gemma 4 12B (Reasoning)

source label without registered configuration ID

38.2%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

38%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Command A+

source label without registered configuration ID

37.8%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Qwen3.5 35B A3B (Reasoning)

source label without registered configuration ID

Qwen3.5 35B

37.7%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Ling-2.6-1T

source label without registered configuration ID

Ling 2.6 1T

37.0%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID

36.7%

CurrentBenchLM aggregated public evaluation

Source carrier · no additional scoring weight

source-checked

BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15

Grok Code Fast 1

source label without registered configuration ID

36.2%

CurrentArtificial Analysis independent evaluation

Public reference · not scored

source-checked

Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15

Exact model variant as listed on the BenchLM public benchmark leaderboard page.

source label without registered configuration ID