HAVEN: Hierarchically Aligned Multimodal Benchmark for Unified Video Understanding

Mengqi Shi, Haopeng Zhang

While Multimodal Large Language Models (MLLMs) exhibit strong performance on standard video tasks, their ability to faithfully summarize and reason over complex narratives remains…