Lost in Adaptation: Layer-Selective Recovery of Temporal Reasoning in Video-Language Models

Zihang Fu, Haonan Wang, Jian Kang +2

Multimodal adaptation can erode temporal reasoning (TR) in video-language models (VLMs), leaving models able to perceive salient events yet unable to infer their temporal and causa…