Plan, Watch, Recover: A Benchmark and Architectures for Proactive Procedural Assistance.

arXiv:2606.04970v2 Announce Type: replace-cross Abstract: Proactive multimodal assistants must decide when guidance is needed and what to say, while tracking progress through extended procedures and helping users recover when they depart from the expected plan