From Saliency to Discriminability: Rank-Preserving Visual Token Pruning for VLM Rerankers

Siyi Liu, Hanjun Yang, Chenchen Zhang +7

Large vision-language models used as listwise rerankers must jointly process visual tokens from tens of candidates per query, making token pruning essential for practical deploymen…