Knowing When Not to Answer: Evaluating Abstention in Multimodal Reasoning Systems
arXiv:2604.14799v1 Announce Type: cross
Abstract: Effective abstention (EA), recognizing evidence insufficiency and refraining from answering, is critical for reliable multimodal systems. Yet existing evaluation paradigms for vision-language models (V…