3 papers
cs.CL2026
LatentCRS: A Variational EM Framework for Bridging Semantics and Behavior in LLM-based Conversational Recommendation
Guanrong Li, Kuo Tian, Jinnan Qi +4
Conversational Recommender Systems (CRS) powered by Large Language Models (LLMs) enable users to articulate explicit and dynamic preferences, overcoming the limitations of fixed te…
cs.CL2025
Persona-Aware Alignment Framework for Personalized Dialogue Generation
Guanrong Li, Xinyu Liu, Zhen Wu +1
Personalized dialogue generation aims to leverage persona profiles and dialogue history to generate persona-relevant and consistent responses. Mainstream models typically rely on t…
cs.AI2025
Counterfactual Language Reasoning for Explainable Recommendation Systems
Guanrong Li, Haolin Yang, Xinyu Liu +2
Explainable recommendation systems leverage transparent reasoning to foster user trust and improve decision-making processes. Current approaches typically decouple recommendation g…