Decision-Oriented Dialogue for Human-AI Collaboration

arXiv:2305.20076v3 Announce Type: replace
Abstract: We describe a class of tasks called decision-oriented dialogues, in which AI assistants such as large language models (LMs) must collaborate with one or more humans via natural language to help them make complex decisions. We formalize three domains in which users face everyday decisions: (1) choosing an assignment of reviewers to conference papers, (2) planning a multi-step itinerary in a city, and (3) negotiating travel plans for a group of friends. In each of …

abstract ai assistants ai collaboration arxiv assistants class collaboration cs.ai cs.cl decision decisions dialogue domains face human humans language language models large language large language models lms natural natural language tasks them type via