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Giuseppe Tagliavini

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Conference Open access 2026

LLMs (Almost) Never Abstain Under Medical Uncertainty

MedQAbstain is introduced, a benchmark explicitly designed to evaluate medical abstention under uncertainty, and finds that state-of-the-art LLMs systematically overcommit, rarely abstaining even when the question itself is hidden.

Alessio Cocchieri, Luca Ragazzi, Giuseppe Tagliavini et al. · 2 citations