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

Ana Manzano Rodríguez, Pascal Mettes, Marlies P. Schijven +1

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 coheren…