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

Zihang Fu, Haonan Wang, Jian Kang +2

Multimodal adaptation can weaken temporal reasoning (TR) in video-language models (VLMs) even when the visual evidence needed for an answer is correctly perceived. This weakened co…