ViFP: A Framework for Visual False Positive Detection to Enhance Reasoning Reliability in VLMs

Ben Zhang, LuLu Yu, Lei Gao +3

During reasoning in vision-language models (VLMs), false positive (FP) reasoning occurs when a model produces the correct answer but follows an incorrect reasoning path, resulting…