LexIssue: Benchmarking Legal Issue Identification in Chinese Civil Litigation
Experimental results across a diverse set of models show that retrieval-augmented generation using the constructed legal issue knowledge base consistently improves performance in identifying disputed legal issues and their corresponding legal attributes.