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Research questionHow can multi-document summaries make each claim traceable to supporting source spans?Document-level or passage-level citations do not show which exact evidence supports each summary claim. They can also obscure the difference between identifying a source and faithfully representing what that source says.
AI
Evaluation & Benchmarks
Natural Language Processing
Latest papersRecent research connected to this question, newest first.Attributable by Construction: Claim-Anchored Provenance for Multi-Document SummarizationThe source presents a generation framework that decomposes source material into claims, links them to quotations and token spans, handles equivalent or conflicting claims, and produces summaries with claim-level references. It evaluates this approach in multi-document summarization settings, but the evidence does not establish broader-domain or deployment performance.research paper · Sep 4, 2026
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