LiveBench Code Generation: leaderboard

LiveBench's code generation task, where the model reads a problem statement and writes a complete program. Since the April 2025 refresh the questions are written around realistic use of real world libraries rather than taken from competition sites. Answers are checked automatically against objective ground truth with no model judge, and the score is a percentage where higher is better.

Metric: Score. Source: livebench.ai. Saturation forecast: Around February 2027. 71 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 5.5 (Max)95.78#11 (Claude Sonnet 5.5)
2Claude Sonnet 5.5 (xHigh)92.96#11 (Claude Sonnet 5.5)
3Claude Fable 5 (Max)91.55#16 (Claude Fable 5)
4Claude Opus 5.5 (Max)91.55#3 (Claude Opus 5.5)
5Claude Opus 5.5 (xHigh)91.55#3 (Claude Opus 5.5)
6Claude Fable 5.1 (Max)90.14#9 (Claude Fable 5.1)
7Claude Opus 4.7 (xHigh)85.92#49 (Claude Opus 4.7)
8GPT-5.6 Sol (Max)83.1#19 (GPT-5.6 Sol)
9GPT-6 Sol (Max)83.1#14 (GPT-6 Sol)
10Muse Wonder (Max)83.1#15 (Muse Wonder)
11Claude Sonnet 5 (xHigh)83.1#57 (Claude Sonnet 5)
12GPT-5.5 (xHigh)81.69#31 (GPT-5.5)
13Gemini 3.7 Flash (High)81.69#23 (Gemini 3.7 Flash)
14Muse Spark 1.3 (xHigh)81.69#24 (Muse Spark 1.3)
15Qwen 3.6 Plus80.28#120

No result here: #8 Gemini 4 Argon, #10 Muse Wonder Full.

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