proactive-generation

OneStreamer introduces a unified framework for streaming video LLMs that jointly learns query-independent evidence recording and task response via Proactive Hierarchical Caption Memory and Proactive State Transition Learning, delivering a 4B model that achieves state-of-the-art results across eight streaming video understanding benchmarks along with the OneStreamer-1M dataset.