conversational recommendation

AdaptJobRec: Enhancing Conversational Career Recommendation Through an LLM-Powered Agentic System AAAI 2026 From Dialogue to Destination: Geography-Aware Large Language Models with Multimodal Fusion for Conversational Recommendation AAAI 2026 HARPO: Hierarchical Agentic Reasoning for User-Aligned Conversational Recommendation ACL 2026 Intent-Driven Semantic ID Generation for Grounded Conversational News Recommendation ACL 2026 Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025 Emotionally Aware or Tone-Deaf? Evaluating Emotional Alignment in LLM-Based Conversational Recommendation Systems EMNLP 2025 Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent ACL 2025 MemInsight: Autonomous Memory Augmentation for LLM Agents EMNLP 2025 MUSE: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles ACL 2025 Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization EMNLP 2025 STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling AAAI 2025 A Goal Interaction Graph Planning Framework for Conversational Recommendation AAAI 2024 Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation NAACL 2024 HyCoRec: Hypergraph-Enhanced Multi-Preference Learning for Alleviating Matthew Effect in Conversational Recommendation ACL 2024 LLM-REDIAL: A Large-Scale Dataset for Conversational Recommender Systems Created from User Behaviors with LLMs ACL 2024 Mitigating Matthew Effect: Multi-Hypergraph Boosted Multi-Interest Self-Supervised Learning for Conversational Recommendation EMNLP 2024 MuseChat: A Conversational Music Recommendation System for Videos CVPR 2024 Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset ACL 2024 RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface AAAI 2024 AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets ACL 2023 COLA: Improving Conversational Recommender Systems by Collaborative Augmentation AAAI 2023 Conversational Recommendation as Retrieval: A Simple, Strong Baseline ACL 2023 Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation EMNLP 2023 Reinforced Target-driven Conversational Promotion EMNLP 2023 Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models EMNLP 2023