Zhu-Chen Shao

StreamClarify: Proactive Clarification for Grounded Streaming Video Question Answering

Streaming video question answering (QA) requires real-time reasoning over continuous video streams under strict latency and active-context budgets. Current streaming vision-language models (VLMs) often give confident yet ungrounded answers when queries are ambiguous or have false premises, or when relevant visual evide...