2 papers
cs.AI2026
Evo-PI: Aligning Medical Reasoning via Evolving Principle-Guided Supervision
Xianda Zheng, Huan Gao, Meng-Fen Chiang +3
Despite recent progress, the reasoning capabilities of large multimodal language models (MLLMs) remain fundamentally constrained by static supervision, where fixed prompts, rules,…
cs.CL2025
LegalChainReasoner: A Legal Chain-guided Framework for Criminal Judicial Opinion Generation
Weizhe Shi, Qiqi Wang, Yihong Pan +2
A criminal judicial opinion represents the judge's disposition of a case, including the decision rationale and sentencing. Automatically generating such opinions can assist in anal…