CocoaBench: leaderboard

CocoaBench — domain reasoning benchmark from the every-eval-ever collection; accuracy on held-out tasks.

Metric: Accuracy. Source: cocoabench.github.io. Saturation forecast: Around March 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.4 (High)45.1#79 (GPT-5.4)
2Claude Sonnet 4.6 (High)34#90 (Claude Sonnet 4.6)
3Gemini 3.1 Pro (Preview)30.7#58
4Gemini 3 Flash19.6#99
5Kimi K2.511.8#144

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=cocoabench · How It Works · Data refreshed daily, snapshot 2026-10-20.