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#claim-verification

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Relatedadversarial-assessors1 consensus1 hallucination1 llm-agents1 llm-verification1 research-synthesis1 smoothscore1 web-evidence1

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arXiv cs.AI / cs.LG / cs.CL16d ago

SmoothScore measures overconfident claims by LLM research agents

Across 7 systems and 4 datasets, the authors find agents make stronger claims than the cited evidence supports.

llm-agents claim-verification

arXiv cs.CR18d ago

Astral requires attested snapshots for LLM web-claim verdicts

With two of seven assessors adversarial, attack success fell to 21.5-53.1% versus 54.7-77.8% for majority voting.

llm-verification web-evidence