LexRubric - Reasoning and Logic: leaderboard

LexRubric (2026) scores open-ended answers to 649 Chinese legal questions from everyday legal consultation and judicial examination against expert-written atomic rubric items, each checked by an LLM judge. This board counts only the rubric items of the reasoning and logic dimension. The score rate is earned rubric points (negative items subtract) over the maximum positive score in percent, averaged over instances; higher is better.

Metric: Dimension score rate (%): points earned from expert-written atomic rubric items of the reasoning and logic dimension (weighted -10 to +10; negative items subtract) divided by the maximum positive score, averaged over instances; a Qwen3.6-27B judge checks each item, temperature 0.6, 16k output tokens; can fall below 0; higher is better (instances without a positive item in the dimension are left out). Source: arxiv.org. Saturation forecast: Around July 2027. 18 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K2.679.08#178
2Qwen 3.6 Max Preview77.14#159
3Qwen 3 Max77.07#403
4Kimi K2.576.5#256
5GLM-5.174.72#179
6Claude Sonnet 4.672.24#161
7Qwen 3.5 397B A17B72.17#246
8GLM-568.24#260
9DeepSeek V4 Pro65.86#188
10DeepSeek V4 Flash65.71#258
11GPT-5.263.87#176
12DeepSeek R162.43#473
13DeepSeek V3.261.36#406

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=lexrubric-reasoning-and-logic · How It Works · Data refreshed daily, snapshot 2026-11-13.