ReLE - Reasoning and Mathematics: leaderboard

ReLE Chinese LLM benchmark (NoneLinear, formerly CLiB), a continuously updated Chinese-language evaluation run through each model's API. Reasoning and mathematical calculation domain: deductive and commonsense reasoning, BBH, arithmetic, table QA and summarization, olympiad math and sudoku items. Accuracy 0-100, higher is better.

Metric: Accuracy (%). Source: nonelinear.com. Saturation forecast: Around February 2027. 145 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 592#16
2Claude Opus 5.590.6#3
3Claude Opus 4.8 (Thinking)89.9#39 (Claude Opus 4.8)
4Kimi K3.1 Pro87.9#17
5Qwen 3.8 Flash87.7#62
6Kimi K386.3#35
7Claude Sonnet 5.585.7#14
8Qwen 3.5 122B A10B85.5#184
9Gemini 4 Argon85.4#9
10Gemini 3.1 Pro (Preview)85.1#64
11GLM-5.3 Flash84.8#77
12GPT-5.2 (High)84.8#115 (GPT-5.2)
13Qwen 3.7 Max84.7#85
14GPT-5.1 (High)84.7#145 (GPT-5.1)
15Gemini 3.5 Flash84.5#66

No result here: #10 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=rele-reasoning-and-mathematics · How It Works · Data refreshed daily, snapshot 2026-11-05.