| Claude Opus 4.6 (Max) as published in Qwen's Qwen3.8-Flash-Next comparison table claude-opus-4-6-max | Claude Opus 4.6 | 77.5% | 2025mini-swe-agent | Public reference · not scored provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Qwen3.7-Plus (provider-published configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-7-plus-unspecified | Qwen3.7-Plus | 75.8% | 2025mini-swe-agent | Public reference · not scored provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| Qwen3.8-27B (xhigh default thinking configuration) as published in Qwen's Qwen3.8-Flash-Next comparison table qwen-3-8-27b-xhigh | Qwen3.8-27B | 73.8% | 2025mini-swe-agent | Public reference · not scored provider-reported | Qwen3.8-Flash-Next launch and official provider evaluations ↗Observed 2026-08-26 · checked 2026-08-26 |
|---|
| 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 | 39.3% | 2025NVIDIA 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 |
|---|
| Exact BenchLM registry variant Claude Mythos 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Mythos 5 | 92.2% | 2025Source-native system | Source carrier · 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 | 89.5% | 2025Source-native system | Source carrier · 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 | 84.4% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Composer 2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2.5 | 79.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Ornith-1.0-397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-397B | 78.9% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Laguna S 2.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna S 2.1 | 78.5% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant SWE-1.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | SWE-1.7 | 77.8% | 2025Source-native system | Source carrier · 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 | 77.5% | 2025Source-native system | Source carrier · 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 | 76.7% | 2025Source-native system | Source carrier · 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 | 76.5% | 2025Source-native system | Source carrier · 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 | 76.2% | 2025Source-native system | Source carrier · 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 | 75.8% | 2025Source-native system | Source carrier · 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 | 74.1% | 2025Source-native system | Source carrier · 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 | 73.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Composer 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2 | 73.7% | 2025Source-native system | Source carrier · 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 | 73.3% | 2025Source-native system | Source carrier · 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 | 73.3% | 2025Source-native system | Source carrier · 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 | 73% | 2025Source-native system | Source carrier · 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 | 71.3% | 2025Source-native system | Source carrier · 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 | 70.2% | 2025Source-native system | Source carrier · 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; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Pro | 69.8% | 2025Source-native system | Source carrier · 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; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Flash | 69.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Ornith-1.0-35B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-35B | 69.3% | 2025Source-native system | Source carrier · 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 | 67.7% | 2025Source-native system | Source carrier · 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 | 67.2% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Laguna M.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna M.1 | 63.1% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Laguna XS.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna XS.2 | 57.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Ornith-1.0-9B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-9B | 52% | 2025Source-native system | Source carrier · 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 Mythos 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Mythos 5 | 92.2% | 2025Source-native system | Source carrier · 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 | 89.5% | 2025Source-native system | Source carrier · 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 | 84.4% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Composer 2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2.5 | 79.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Ornith-1.0-397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-397B | 78.9% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Laguna S 2.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna S 2.1 | 78.5% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant SWE-1.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | SWE-1.7 | 77.8% | 2025Source-native system | Source carrier · 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 | 77.5% | 2025Source-native system | Source carrier · 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 | 76.7% | 2025Source-native system | Source carrier · 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 | 76.5% | 2025Source-native system | Source carrier · 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 | 76.2% | 2025Source-native system | Source carrier · 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 | 75.8% | 2025Source-native system | Source carrier · 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 | 74.1% | 2025Source-native system | Source carrier · 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 | 73.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Composer 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2 | 73.7% | 2025Source-native system | Source carrier · 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 | 73.3% | 2025Source-native system | Source carrier · 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 | 73.3% | 2025Source-native system | Source carrier · 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 | 73% | 2025Source-native system | Source carrier · 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 | 71.3% | 2025Source-native system | Source carrier · 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 | 70.2% | 2025Source-native system | Source carrier · 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; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Pro | 69.8% | 2025Source-native system | Source carrier · 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; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Flash | 69.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Ornith-1.0-35B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-35B | 69.3% | 2025Source-native system | Source carrier · 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 | 67.7% | 2025Source-native system | Source carrier · 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 | 67.2% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Laguna M.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna M.1 | 63.1% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Laguna XS.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna XS.2 | 57.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Ornith-1.0-9B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-9B | 52% | 2025Source-native system | Source carrier · 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 Mythos 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Mythos 5 | 92.2% | 2025Source-native system | Source carrier · 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 | 84.4% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Composer 2.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2.5 | 79.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Ornith-1.0-397B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-397B | 78.9% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Laguna S 2.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna S 2.1 | 78.5% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78.3% | 2025Source-native system | Source carrier · 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 | 78% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant SWE-1.7; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | SWE-1.7 | 77.8% | 2025Source-native system | Source carrier · 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 | 77.5% | 2025Source-native system | Source carrier · 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 | 76.7% | 2025Source-native system | Source carrier · 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 | 76.5% | 2025Source-native system | Source carrier · 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 | 76.2% | 2025Source-native system | Source carrier · 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 | 75.8% | 2025Source-native system | Source carrier · 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 | 74.1% | 2025Source-native system | Source carrier · 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 Plus; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.6 Plus | 73.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Composer 2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Composer 2 | 73.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 73.3% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5 | 73.3% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 73% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 71.3% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 70.2% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant DeepSeek V4 Pro; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Pro | 69.8% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant DeepSeek V4 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | DeepSeek V4 Flash | 69.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Ornith-1.0-35B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-35B | 69.3% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 67.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| 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 | 67.2% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Laguna M.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna M.1 | 63.1% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Laguna XS.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Laguna XS.2 | 57.7% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Exact BenchLM registry variant Ornith-1.0-9B; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Ornith-1.0-9B | 52% | 2025Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
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| Laguna XS 2.1 (thinking enabled) laguna-xs-2-1-default | Laguna XS 2.1 | 63.1% | 2025Harbor Framework with pool agent harness | Public reference · not scored provider-reported | Laguna XS 2.1 model card ↗Observed 2026-07-02 · checked 2026-08-15 |
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| LongCat-2.0 (in-house harness) longcat-2-0-default | LongCat-2.0 | 77.3% | 2025LongCat unified in-house harness | Public reference · not scored provider-reported | LongCat-2.0 model card ↗Observed 2026-06-30 · checked 2026-08-15 |
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