StateWise: Teaching Language Models to Track and Obey Evolving Constraints in Multi-Turn Dialogue.

arXiv:2610.33766v1 Announce Type: cross Abstract: Users of conversational assistants rarely state all requirements up front: they add constraints, amend them, withdraw them, digress, and return. Instruction-tuned LLMs fail here in two ways: active constraints