Surface Evolver Bench Pass Rate: leaderboard
Metric: Pass Rate (%). Source: yhenon.github.io. 26 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Kimi K3 | 87.5 |
| 2 | GPT-5.6 Sol (xHigh) | 87.5 |
| 3 | Claude Fable 5 (High) | 87.5 |
| 4 | GPT-5.5 (High) | 75 |
| 5 | GPT-5.6 Terra (xHigh) | 68.75 |
| 6 | Claude Opus 4.8 (High) | 68.75 |
| 7 | GPT-5.5 (Medium) | 62.5 |
| 8 | Gemini 3.8 Flash (High) | 56.25 |
| 9 | Grok 4.5 (High) | 50 |
| 10 | Kimi K2.7 Code | 37.5 |
| 11 | Gemini 3.5 Flash (Medium) | 37.5 |
| 12 | Muse Spark 1.1 (High) | 37.5 |
| 13 | GLM-5.2 (High) | 31.25 |
| 14 | Claude Opus 4.8 | 25 |
| 15 | DeepSeek V4 Pro (High) | 25 |
Interactive version: theaggregate.ai/benchmark?slug=surface-evolver-bench-pass-rate · How It Works · Data refreshed daily, snapshot 2026-09-05.