TW-LegalBench - Judgment Prediction: leaderboard

Criminal judgment prediction in TW-LegalBench (2026), a Traditional Chinese benchmark built from Taiwan official legal examinations and court judgments: ROUGE-L times 100 between the predicted holding and the main result of the court for first-instance criminal judgments, zero-shot with chain of thought. Higher is better.

Metric: ROUGE-L x100 (0-100), Jieba-segmented, of the predicted judgment holding against the court's main result, 535 first-instance criminal judgments over 107 offense categories, zero-shot chain-of-thought. Source: arxiv.org. Saturation forecast: Around June 2027. 12 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.553.5#250
2GPT-5.242.7#176
3GPT-539.9#167
4Qwen 3 235B A22B32.5#623
5Llama 3.1 405B29.8#1076
6GPT-4o (2024-08-06)28.4#740
7GPT-OSS-120B26.3#700
8GPT-OSS-20B24.6#1147
9nemotron-3-nano-30B-a3B22.5#1875
10Qwen 2.5 7B21.7#2703

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

Interactive version: theaggregate.ai/benchmark?slug=tw-legalbench-judgment-prediction · How It Works · Data refreshed daily, snapshot 2026-11-13.