FaithSCAN: Model-Driven Single-Pass Hallucination Detection for Faithful Visual Question Answering

Chaodong Tong, Qi Zhang, Chen Li +2

Faithfulness hallucinations in VQA occur when vision-language models produce fluent yet visually ungrounded answers, severely undermining their reliability in safety-critical appli…