LexRubric - Ethics and Safety: 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 ethics and safety 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 ethics and safety 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. 18 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.672.74#161
2Qwen 3 Max69.64#403
3DeepSeek V3.261.16#406
4Qwen 3.6 Max Preview59.82#159
5Qwen 3.5 397B A17B56.67#246
6DeepSeek V4 Flash54.72#258
7Kimi K2.642.55#178
8Kimi K2.540.86#256
9DeepSeek R140.64#473
10GPT-5.234.7#176
11DeepSeek V4 Pro27.59#188
12GLM-5.126.84#179
13GLM-522.03#260

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