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citation attribution

topic2 events
papersTODAY 04:00 UTC

Claim-Level Evaluation of Verbatim Citations in Clinical Question Answering

A new arXiv paper addresses the problem that citations attached to LLM answers in clinical question answering usually reference whole documents, which makes verification slow for busy clinicians. The authors propose an evaluation approach that works at the level of individual claims, requiring verbatim citation support that can be checked directly. The stated goal is to make system outputs verifiable by construction rather than by trust.

clinical-qa/citations/llm-evaluation/healthcare
papersTODAY 04:00 UTC

Study Measures Citation Attribution Across RAG Context Compression Methods

A new arXiv paper examines how context compression in retrieval-augmented generation affects citation attribution, not just answer quality. The authors benchmark reranking and extractive compression approaches under varying compression budgets to map what they call the attribution-compression frontier. The work suggests that evaluating answer accuracy alone misses important degradation in source attribution.

rag/context-compression/citations/benchmarks