CommunityFact provides a new dynamic benchmark showing web access improves LLM misinformation detection but source selection remains misaligned with human Community Notes raters.
Pedro Henrique Martins, João Alves, Patrick Fernan- des, Nuno M
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DebateCV uses opposing debater agents and a trained moderator agent to verify complex claims via debate, outperforming single-agent baselines in accuracy and justification quality.
citing papers explorer
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CommunityFact: A Dynamic, Multilingual, Multi-domain Benchmark for Misinformation Detection in the Wild
CommunityFact provides a new dynamic benchmark showing web access improves LLM misinformation detection but source selection remains misaligned with human Community Notes raters.
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Debating Truth: Debate-driven Claim Verification with Multiple Large Language Model Agents
DebateCV uses opposing debater agents and a trained moderator agent to verify complex claims via debate, outperforming single-agent baselines in accuracy and justification quality.