EvalPlus: leaderboard

EvalPlus leaderboard aggregating HumanEval+ and MBPP+ code-generation pass@1 scores.

Metric: EvalPlus Avg. (imported). Source: evalplus.github.io. Source: benchmarklist.com. Saturation forecast: Estimated already saturated. 25 models tracked.

Top models

#ModelScoreOverall rank
1O1 Preview (2024-09-12)84.6#197
2O1 Mini (2024-09-12)83.9#403
3Qwen 2.5 Coder 32B Instruct82.1#528
4GPT-4o (2024-08-06)79.7#336
5Claude 3.5 Sonnet (20240620)78#299
6GPT-4o Mini (2024-07-18)77.85#558
7GPT-4 Turbo (Preview)77.5#397
8Gemini 1.5 Pro (002)76.95#349
9Claude 3 Opus75.35#571
10OpenCoder-8B-Instruct74.4#1338
11CodeQwen1.5-7B Chat73.85#1144
12Grok Beta73.05#487
13Gemini 1.5 Flash (002)71.55#583
14Llama 3 70B Instruct70.5#634
15GPT-3.5 Turbo (1106)70.2#961

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

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