MASH: Modeling Abstention via Selective Help-Seeking
arXiv:2510.01152v2 Announce Type: replace
Abstract: LLMs cannot reliably recognize their parametric knowledge boundaries and often hallucinate answers to outside-of-boundary questions. In this paper, we introduce MASH (Modeling Abstention via Selectiv…