Symmetry-Aware Likelihood-Orbit Aggregation for Selective Left-Right Claim Verification

Zhouzhi Xiong, Chuxi Zhang, Weizhen He +3

Frozen vision-language models (VLMs) remain unreliable on fine-grained left-right claims, and raw claim likelihoods need not reliably rank verification errors. After a horizontal-r…