A Hierarchy-Aware Video-Language Model Evaluation and Hyperbolic Baseline for Surgery.

arXiv:2609.27139v1 Announce Type: cross Abstract: Surgical procedures follow a phase-to-step hierarchy, yet the video-language models used to recognize them are evaluated with flat per-level metrics that ignore cross-level coherence and error structure. In thi