Book
Open access
Nov 2026
Video* Bench: Benchmarking Fine-grained Video Perception with "Think with Videos"
Interactive agents need fine-grained long-video understanding. Current Video-LLMs remain brittle when relevant evidence is subtle or sparse. Fixed frame budgets force rich streams into a few sampled frames and often discard decisive cues. We introduce Video* Bench, a benchmark with 2,212 real-world videos and ten tasks...
Rui-Zhe Chen, Zhi-Ting Fan, Yang Shi et al.
· 1 citation