Improving VQA Reliability: A Dual-Assessment Approach with Self-Reflection and Cross-Model Verification

Xixian Wu, Yang Ou, Pengchao Tian +4

Vision-language models (VLMs) have demonstrated significant potential in Visual Question Answering (VQA). However, the susceptibility of VLMs to hallucinations can lead to overconf…