Surface Evolver Bench — leaderboard
Metric: Mean Score (%). Source: yhenon.github.io. 23 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Kimi K3 | 95 |
| 2 | Claude Fable 5 (High) | 95 |
| 3 | GPT-5.6 Sol (xHigh) | 93.12 |
| 4 | GPT-5.5 (High) | 88.12 |
| 5 | Claude Opus 4.8 (High) | 87.5 |
| 6 | GPT-5.6 Terra (xHigh) | 83.75 |
| 7 | GPT-5.5 (Medium) | 81.25 |
| 8 | Grok 4.5 (High) | 74.38 |
| 9 | Claude Opus 4.8 | 68.12 |
| 10 | GPT-5.6 Luna (Medium) | 61.88 |
| 11 | Gemini 3.5 Flash (Medium) | 58.13 |
| 12 | GLM-5.2 (High) | 55.62 |
| 13 | MiniMax-M3 | 55 |
| 14 | Kimi K2.7 Code | 48.75 |
| 15 | Qwen 3.6 35B A3B | 44.38 |
Interactive version: theaggregate.ai/benchmark?slug=surface-evolver-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.