Althea is introduced, a retrieval-augmented system for user-driven claim evaluation that matches standard pipelines on AVeriTeC while improving supported/refuted discrimination and cautioning against treating AI-delivered verdicts as a source of durable literacy gains.
S. Churina, Kokil Jaidka, A. Barik et al.· 0 citations
QIME is proposed, an ontology-grounded framework for interpretable biomedical text embeddings in which each dimension corresponds to an explicit biomedical-domain yes/no question, providing concise and domain-specific interpretations.
Yixuan Tang, Zheng-Lin Lin, Yan-Dong Sun et al.· 0 citations
R3Check is proposed, a rule-guided reinforcement learning framework that enables LLMs to perform iterative retrieval–reasoning for multi-hop fact-checking under weak supervision, and demonstrates the potential of pure reinforcement learning to induce effective retrieval–reasoning behaviors for fact-checking under weak...
Peng Qi, Yuyang Zhao, W. Hsu et al.· Annual International ACM SIG...· 0 citations
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