Penalty-Framed No-Valid-Option MCQA: Analyzing LLM Abstention under Invalid Choices.

arXiv:2610.08153v1 Announce Type: cross Abstract: Multiple-choice question answering (MCQA) is commonly used to evaluate large language models under the assumption that one of the provided options is correct, typically using answer-selection accuracy. However,