Author

Jian Wang

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#natural language process... Preprint Sep 2026

Can LLMs Value the Right Evidence? Evidence-Value Misalignment in Dynamic Medical Diagnosis

It is demonstrated that verifying evidential support before submission can make diagnostic decisions more reliable, and decouples diagnosis generation from submission through an offline Contrastive Diagnostic Wiki and three online control stages, namely observation management, proposal and witness verification, and dia...

Ke-Hua Feng, Yun-Sheng Lu, Yi-Tong Qiao et al. · 0 citations

Review Aug 2026

ConRub-Med: Reinforcement Learning with Consensus Rubrics for Open-Ended Medical Question Answering

ConRub-Med is introduced to preserve useful distinctions as rubric feedback moves from construction to policy optimization, and ranks first on six of nine benchmarks and achieves the highest medical and generalization averages.

Taojie Zhu, Yuan Xia, Tao Sun et al. · 0 citations