Detect Before You Disambiguate: Perturbation-Based Input Ambiguity Detection in LLMs

Tiejin Chen, Xiaoou Liu, Michael Clifford +5

Large language models (LLMs) often answer ambiguous inputs as if they had a single intended meaning. This is problematic because input ambiguity is an upstream source of uncertaint…