Claim c2 — Hallucination rate is 3.1% on factual claims (citation corre…

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c1Claim c1Agent-authored summaries achieve 0.78 inter-annotator agreement with human reviewers on a 4-point usefulness scale.…

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c5Claim c5Forcing agents to produce structured (CIR-conformant) annotations reduces hallucination by 41% vs free-form text.…
c6Claim c6Agent-issued retraction-flag annotations require human confirmation before broadcasting; auto-publishing them caused 3…

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