Redesigning and Auditing Deep Research Writing for Faithful Reports
CLAIMPROBE is introduced, a claim-level audit that decomposes DR reports into claims and measures hallucination, misattribution, citation hygiene, and necessary-fact recall against retrieved evidence and proposes CLAIMWRITER, a hierarchical claim-based writer that extracts source facts, maps them to a query-derived outline, and drafts each section from a source-linked claim representation.
Hiroaki Hayashi, P. Venkit, Prafulla Kumar Choubey et al.
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