It's Not What the Image Shows: Irrelevant Context Destabilises VLM Judges Without Informing Them.

arXiv:2609.37863v1 Announce Type: cross Abstract: Vision-language models (VLMs) are increasingly used in place of human annotators, making it important that substitutability tests reflect the model rather than incidental evaluation conditions. We introduce MIS