Surface Evolver Bench: leaderboard
Metric: Mean Score (%). Source: yhenon.github.io. 26 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 | Gemini 3.8 Flash (High) | 76.88 |
| 9 | Grok 4.5 (High) | 74.38 |
| 10 | Claude Opus 4.8 | 68.12 |
| 11 | GPT-5.6 Luna (Medium) | 61.88 |
| 12 | Claude Sonnet 5 (Medium) | 60 |
| 13 | Gemini 3.5 Flash (Medium) | 58.13 |
| 14 | GLM-5.2 (High) | 55.62 |
| 15 | MiniMax-M3 | 55 |
Interactive version: theaggregate.ai/benchmark?slug=surface-evolver-bench · How It Works · Data refreshed daily, snapshot 2026-09-05.