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Research questionHow can legal AI generate and classify disputed legal issues in Chinese civil litigation?Disputed issues are central to litigation, yet legal AI lacks consistent ways to represent them across cases. A system must capture both the issue as described and its relevant legal category or attributes.
AI
Evaluation & Benchmarks
Information Retrieval
Natural Language Processing
Retrieval-Augmented Generation
Latest papersRecent research connected to this question, newest first.LexIssue: Benchmarking Legal Issue Identification in Chinese Civil LitigationThe evidence comes from LexIssue, a benchmark of 430 real-world Chinese civil litigation cases with 1,303 expert-annotated disputed legal issues. It covers legal issue generation and classification across 27 causes of action and 441 candidate issue entries; reported experiments include retrieval-augmented generation using an issue-centric legal knowledge base. Conclusions are limited to this benchmark and its evaluated models.research paper · Sep 2, 2026
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