Author

Qing-Yu Chen

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#artificial intelligence Preprint Sep 2026

CLEAR: Cross-Source Evidence Adjudication for Large Language Models in Medicine

CLEAR is proposed, an agentic framework for cross-source evidence adjudication in LLMs in medicine that independently generates candidate answers from three complementary pathways---parametric knowledge, locally curated corpora, and dynamically retrieved evidence---reflecting three common sources of information availab...

Shuai Wang, Yi-Ze Zhao, Qing-Yu Chen · 0 citations

#natural language process... Preprint Sep 2026

MedSNIP: Building and Benchmarking Snippet-Level Granularity for Medical Fact Verification

Across MedSNIP-Bench, HealthFC, and MedHallu, snippet-level verification preserves or improves false-class F1, with gains concentrated where answers are long enough to fragment and where the verifier is strong enough to exploit the recovered structure.

Hasan Iqbal, Sarfraz Ahmad, Hyunjae Kim et al. · 0 citations