T. S. M M

Temporal Coherence in Video-Language Models for Long-Form Narrative Understanding

This article argues that the difficulty of video-language systems is structural rather than one of capacity, and proposes a framework that separates temporal coherence into four levels, covering perceptual continuity, event segmentation, entity persistence and causal narrative structure.