Omni-InteractScope: Benchmarking Proactive and Agentic Interaction in Continuous Omnimodal Streams.

arXiv:2610.35439v1 Announce Type: new Abstract: Omnimodal large language models (Omni-LLMs) are increasingly expected to assist users while observing continuous audiovisual streams. However, existing evaluations provide limited insight into how reliably these