When to Assist and What to Suggest: Joint Gating and Memory-Grounded Hint Generation in One Compact Decoder.

arXiv:2610.40611v1 Announce Type: cross Abstract: Proactive assistants offer short, memory-grounded hints during a conversation, deciding when to assist and what to suggest. Current systems split this between a gate and a larger generator; we evaluate both tog