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EvalPlus · Coding ability

Historical benchmark · Source not updated for over 60 days; not a current model ranking

125 models with scores
Source update 2024-12-26Fetched on 2026-10-27Dataset release date Not disclosed

HumanEval+ · pass@1 · 版本 0.1.10 · Scores range from 0–100; higher is better. Missing scores are excluded, and ties share a rank. Search preserves original ranks.

RankModel and versionScoreEvidence type
1O1 Mini (Sept 2024)对话提示Model details ↗89.089.0Leaderboard listing
1O1 Preview (Sept 2024)对话提示Model details ↗89.089.0Leaderboard listing
3GPT 4o (Aug 2024)对话提示Model details ↗87.287.2Leaderboard listing
3Qwen2.5-Coder-32B-Instruct对话提示Model details ↗87.287.2Leaderboard listing
5DeepSeek-V3 (Nov 2024)对话提示Model details ↗86.686.6Leaderboard listing
5GPT-4-Turbo (April 2024)对话提示Model details ↗86.686.6Leaderboard listing
7DeepSeek-V2.5 (Nov 2024)对话提示Model details ↗83.583.5Leaderboard listing
7GPT 4o Mini (July 2024)对话提示Model details ↗83.583.5Leaderboard listing
9DeepSeek-Coder-V2-Instruct对话提示Model details ↗82.382.3Leaderboard listing
10Claude Sonnet 3.5 (June 2024)对话提示Model details ↗81.781.7Leaderboard listing
10GPT-4-Turbo (Nov 2023)对话提示Model details ↗81.781.7Leaderboard listing
12Grok Beta对话提示Model details ↗80.580.5Leaderboard listing
13GPT-4 (May 2023)对话提示Model details ↗79.379.3Leaderboard listing
13Gemini 1.5 Pro 002对话提示Model details ↗79.379.3Leaderboard listing
15CodeQwen1.5-7B-Chat对话提示Model details ↗78.778.7Leaderboard listing
16OpenCoder-8B-Instruct对话提示Model details ↗77.477.4Leaderboard listing
16claude-3-opus (Mar 2024)对话提示Model details ↗77.477.4Leaderboard listing
18Gemini 1.5 Flash 002对话提示Model details ↗75.675.6Leaderboard listing
19DeepSeek-Coder-33B-instruct对话提示Model details ↗75.075.0Leaderboard listing
20Codestral-22B-v0.1对话提示Model details ↗73.873.8Leaderboard listing
20OpenCodeInterpreter-DS-33B对话提示Model details ↗73.873.8Leaderboard listing
22WizardCoder-33B-V1.1对话提示Model details ↗73.273.2Leaderboard listing
23Artigenz-Coder-DS-6.7B对话提示Model details ↗72.672.6Leaderboard listing
24Llama3-70B-instruct对话提示Model details ↗72.072.0Leaderboard listing
24Mixtral-8x22B-Instruct-v0.1对话提示Model details ↗72.072.0Leaderboard listing
Source evidence and evaluation methodology

Source:EvalPlus · Coding ability · Apache-2.0. We organize original scores without creating cross-benchmark composite scores. Listing a result does not mean we independently reproduced it.

Attribution: EvalPlus contributors. Scores are compiled from EvalPlus. The original project uses Apache License 2.0; its license and notices are retained. Data is provided as-is without warranties. License and attribution for this source version

Source snapshot:9d8bdc12001f459cb5b3e8642f6a2f4f · Source commit:4ebfa0d4b62edb942232c723b9d1641fe1d24780 · Original content SHA-256:e6837dc3b94f32cb1da0ced012e52edc4a722007b684df5b63da029bbd3b46d2

Fetched on demand and published after admin review, not in real time. Undisclosed evaluation versions are not inferred.EvalPlus uses greedy-decoding pass@1; Different dimensions and test settings cannot be compared directly.