RESEARCHMonitorWATCHLIST
Recognizing Study Lineage Is Not Enough: Over-Crediting Same-Trial Evidence in LLM-Based Medical Verification
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Research on LLM medical verification shows models over-credit separate publications from the same clinical trial during evidence aggregation.
Inspect the evidence
- Inclusion basis
- AI in finance
- Publisher and source type
- arXiv cs.CL — Computation and Language · RESEARCH
- Published by source
- 19 October 2026
- Collected by OneBench
- 20 Oct 2026, 03:01 UK
Stored source excerpt
arXiv:2610.23721v1 Announce Type: new Abstract: Publication count is not study count. A model can identify shared trial lineage correctly in a direct task yet over-credit…
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