Benchmarks / Reasoning
ComplexConstraints
Uses Surge AI's first-party leaderboard score. Score: score. Collected by Jake Boggs' benchmark dashboard.
ComplexConstraints
Higher is better · best effort per model
full table below
| # | Model | Effort | Score |
|---|---|---|---|
| 1 | GPT-6 Astra | max | 57.7% |
| 2 | Gemini 4 | high | 53.3% |
| 3 | Muse Spark 1.3 | xhigh | 51.9% |
| 4 | GPT-6 Sol | max | 50.8% |
| 5 | GPT-5.6 Sol | max | 50.5% |
| 6 | Opus 5.5 | max | 49.9% |
| 7 | DeepSeek V4.1 Flash | max | 49.7% |
| 8 | GPT-5.5 | xhigh | 49.5% |
| 9 | Grok 4.7 | xhigh | 48.9% |
| 10 | Gemini 3.8 Flash | high | 48.4% |
| 11 | GPT-5.4 | xhigh | 46.0% |
| 12 | Qwen 3.8 Max | xhigh | 45.5% |
| 13 | Fable 5.1 | max | 45.1% |
| 14 | Gemini 3.1 Pro | high | 43.7% |
| 15 | Qwen 3.8 Flash | xhigh | 43.3% |
| 16 | Gemini 3.7 Flash | high | 42.4% |
| 17 | DeepSeek V4 Pro | max | 42.0% |
| 18 | Gemini 3.6 Flash | high | 40.0% |
| 19 | DeepSeek V4 Flash | max | 39.9% |
| 20 | Muse Spark 1.2 | xhigh | 39.9% |
| 21 | Fable 5 | max | 38.1% |
| 22 | Muse Spark 1.1 | xhigh | 38.1% |
| 23 | Kimi K3 | max | 37.9% |
| 24 | Opus 5 | max | 37.3% |
| 25 | Grok 4.6 | xhigh | 36.5% |
| 26 | Grok 4.5 | high | 35.9% |
| 27 | Opus 4.8 | max | 35.6% |
| 28 | Hy3 | high | 34.3% |
| 29 | Qwen 3.7 Max | max | 33.5% |
| 30 | GLM 5.3 | max | 30.5% |
| 31 | Kimi K2.6 | max | 30.1% |
| 32 | GLM 5.2 | max | 29.3% |
| 33 | GLM 5.3 Flash | max | 27.6% |
| 34 | Gemini 3.5 Flash-Lite | high | 23.2% |
| 35 | Kimi K2.5 | max | 18.2% |
| 36 | Nemotron 3 Ultra 550B A55B | max | 17.8% |
| 37 | Qwen 3.5 Plus | none | 17.8% |
| 38 | Grok 4.20 | xhigh | 16.4% |
| 39 | Mistral Large 3 | none | 0.4% |