The Shape of Time: Video-Token Contrast for Temporal Understanding in VideoLMs

Yumeng Shi, Quanyu Long, Yin Wu +1

Seeing frames in order does not mean representing time. Modern VideoLMs receive ordered video streams, yet their main supervision acts on generated text rather than video-token rep…