EvoEval Combine: leaderboard

The Combine benchmark of EvoEval (arXiv) — problems that merge two tasks into one; Pass@1 (%).

Metric: Pass@1 (%). Source: evo-eval.github.io. Saturation forecast: Estimated already saturated. 51 models tracked.

Top models

#ModelScoreOverall rank
1GPT-453#438
2GPT-4 Turbo45#404
3ChatGPT33#900
4Claude 3 Haiku25#803
5Phind-CodeLlama-34B-v225#1589
6Gemini 1.0 Pro23#933
7Qwen 1.5 72B21#753
8Magicoder-S-DS-6.7B21#1256
9Claude 219#761
10Qwen 1.5 14B18#1096
11deepseek-coder-6.7B-instruct18#1335
12Phi-214#1511
13Qwen-14B13#1171
14Magicoder-S-CL-7B11#1489
15Mixtral 8x7B Instruct9#1170

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

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