When Should AI Chime In? Benchmarking Timely Contribution of Proactive Agents in Multi-Party Chat.

arXiv:2610.25896v2 Announce Type: replace Abstract: Proactive agents can support group collaboration by surfacing useful information without waiting to be asked, but even relevant contributions can be disruptive if poorly timed. In this work, we isolate the ti