Detect Before You Disambiguate: Perturbation-Based Input Ambiguity Detection in LLMs
arXiv:2610.36353v1 Announce Type: new Abstract: 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 uncertainty: when a prompt admits multiple valid interpretations, the key questio…
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- 2026-10-28 04:00 · arXiv cs.CL
Detect Before You Disambiguate: Perturbation-Based Input Ambiguity Detection in LLMs