From Perception to Prediction and Intervention: Benchmarking Proactive Video Assistants in Real-Life Scenarios

Recent multimodal large language models have advanced video understanding, but existing benchmarks mainly evaluate whether models can interpret observed visual content. In real-world scenarios, assistants must additionally anticipate what assistance is needed and decide when to provide it. To addres