Mitigating Cross-Image Information Leakage in Multi-Image Understanding with Large Vision-Language Models.

arXiv:2508.13744v3 Announce Type: replace-cross Abstract: Large Vision-Language Models (LVLMs) exhibit strong performance on single-image tasks. However, their performance degrades significantly when handling multi-image inputs. While this degradation has been