| GLM-5.3 (max) glm-5-3-max | GLM-5.3 | 48.2% | 1.0.6Z.AI GLM-5.3 official comparison table | Score input provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Kimi K3 as published by Z.AI kimi-k3-max | Kimi K3 | 46.7% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Claude Fable 5 w/ fallback as published by Z.AI claude-fable-5-max | Claude Fable 5 | 46.2% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| GPT-5.6 Sol as published by Z.AI gpt-5-6-sol-max | GPT-5.6 Sol | 45.8% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| DeepSeek V4 Pro 0813 as published by Z.AI deepseek-v4-pro-0813-max | DeepSeek V4 Pro 0813 | 43.2% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Claude Opus 4.8 as published by Z.AI claude-opus-4-8-max | Claude Opus 4.8 | 41% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Qwen3.8 Max as published by Z.AI qwen-3-8-max-xhigh | Qwen3.8 Max | 39.8% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| GLM-5.2 as published by Z.AI glm-5-2-max | GLM-5.2 | 26.2% | 1.0.6Z.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Exact BenchLM registry variant Kimi K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K3 | 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 Grok 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Grok 4.5 | 51.4% | 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-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 51.2% | 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 3.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.6 Flash | 51.1% | 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 Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Fable 5 | 48.6% | 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 | 48.5% | 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-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 45.6% | 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 Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 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 Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash | 42.6% | 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-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 42.2% | 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-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 42.1% | 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 Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 5 | 39.2% | 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-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash-Lite | 32.7% | 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 K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K3 | 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 Grok 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Grok 4.5 | 51.4% | 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-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 51.2% | 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 3.6 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.6 Flash | 51.1% | 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 Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Fable 5 | 48.6% | 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 | 48.5% | 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-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 45.6% | 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 Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 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 Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash | 42.6% | 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-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 42.2% | 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-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 42.1% | 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 Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 5 | 39.2% | 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-Lite; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash-Lite | 32.7% | 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 K3; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Kimi K3 | 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 |
|---|
| 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 | 51.4% | 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-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 51.2% | 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 Fable 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Fable 5 | 48.6% | 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 | 48.5% | 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-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 45.6% | 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 Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 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 Gemini 3.5 Flash; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash | 42.6% | 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-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 42.2% | 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-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 42.1% | 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 Sonnet 5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 5 | 39.2% | 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-5.2; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5.2 | 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 Qwen3.7 Max; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Qwen3.7-Max | 25.6% | 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 |
|---|
| Kimi K3; Artificial Analysis AutomationBench-AA evaluation. source label without registered configuration ID | Kimi K3 | 52.7% | CurrentArtificial Analysis independent evaluation | Score input 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 | 42.8% | 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 | Grok 4.5 | 51.4% | 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 | GPT-5.6 Sol | 51.2% | 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 Fable 5 | 48.6% | 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 | Claude Opus 4.8 | 48.5% | 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 | GPT-5.6 Terra | 45.6% | 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 | Muse Spark 1.1 | 42.8% | 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 | Gemini 3.5 Flash | 42.6% | 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-5.6 Luna | 42.2% | 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-5.5 | 42.1% | 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 | Claude Sonnet 5 | 39.2% | 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 | 37.5% | 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 | GLM-5.2 | 27.8% | 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 | Qwen3.7-Max | 25.6% | CurrentBenchLM aggregated public evaluation | Source carrier · no additional scoring weight source-checked | BenchLM public benchmark leaderboards ↗Observed 2026-07-15 · checked 2026-07-15 |
|---|
| Kimi K2.7 Code source label without registered configuration ID | Kimi K2.7 Code | 22.5% | CurrentArtificial Analysis independent evaluation | Score input source-checked | Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15 |
|---|
| Kimi K2.6 source label without registered configuration ID | Kimi K2.6 | 19.6% | CurrentArtificial Analysis independent evaluation | Score input 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 | Qwen3.5 397B A17B | 12.2% | CurrentArtificial Analysis independent evaluation | Score input 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 | Nemotron 3 Ultra | 5.7% | CurrentArtificial Analysis independent evaluation | Score input source-checked | Artificial Analysis Models Leaderboard ↗Observed 2026-07-15 · checked 2026-07-15 |
|---|
