most citedTeaching Large Language Models Number-Focused Headline Generation With Key Element Rationales

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cs.AI2026

The Commit-Abstain Circuit: Why Language Models Hallucinate Instead of Abstaining

Vy Nguyen, Ziqi Xu, Jeffrey Chan +5

Language models (LMs) often hallucinate by committing to confident answers rather than abstaining, even when they do not have enough information to answer reliably. A large body of…