Decoupled Decision-Stage Awareness for Conversational Recommendation with Large Language Model Agents in Information Analysis
Information analysis recommendation differs from conversational recommender systems (CRS) because relevance changes with the decision phase. The same event may support observation, interpretation, option selection, or action feedback, yet most large language model (LLM)-agent CRS represent dialogue state as intent and...