arxiv
PublishedOctober 19, 2026 at 4:00 AM
Recognizing Study Lineage Is Not Enough: Over-Crediting Same-Trial Evidence in LLM-Based Medical Verification
Publisher summary· verbatim
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 a second publication from the same trial when aggregating evidence. We evaluate this behavior in medical LLM verification using 1
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Originally published on arxiv ↗