| DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI | Jul 19, 2023 | Conversational RecommendationDiversity | CodeCode Available | 2 | 5 |
| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 | 5 |
| Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommender Systems | Apr 17, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 2 | 5 |
| KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems | Feb 22, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 2 | 5 |
| What does BERT know about books, movies and music? Probing BERT for Conversational Recommendation | Jul 30, 2020 | Conversational RecommendationLanguage Modelling | CodeCode Available | 1 | 5 |
| Towards Conversational Recommendation over Multi-Type Dialogs | May 8, 2020 | Conversational RecommendationVocal Bursts Type Prediction | CodeCode Available | 1 | 5 |
| Improving Conversational Recommendation Systems via Counterfactual Data Simulation | Jun 5, 2023 | Conversational Recommendationcounterfactual | CodeCode Available | 1 | 5 |
| MConv: An Environment for Multimodal Conversational Search across Multiple Domains | Jul 11, 2021 | Conversational RecommendationConversational Search | CodeCode Available | 1 | 5 |
| DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation | Sep 18, 2021 | Conversational Recommendation | CodeCode Available | 1 | 5 |
| CR-Walker: Tree-Structured Graph Reasoning and Dialog Acts for Conversational Recommendation | Oct 20, 2020 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Towards Hierarchical Policy Learning for Conversational Recommendation with Hypergraph-based Reinforcement Learning | May 4, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 | 5 |
| Large Language Models as Zero-Shot Conversational Recommenders | Aug 19, 2023 | Conversational Recommendation | CodeCode Available | 1 | 5 |
| NUANCED: Natural Utterance Annotation for Nuanced Conversation with Estimated Distributions | Oct 24, 2020 | Conversational RecommendationDialogue State Tracking | CodeCode Available | 1 | 5 |
| LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation | Mar 30, 2025 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface | Feb 23, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences | Mar 27, 2025 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| User-Centric Conversational Recommendation with Multi-Aspect User Modeling | Apr 20, 2022 | Conversational RecommendationDialogue Generation | CodeCode Available | 1 | 5 |
| A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems | May 13, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Towards Topic-Guided Conversational Recommender System | Oct 8, 2020 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Bundle MCR: Towards Conversational Bundle Recommendation | Jul 26, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation | Dec 22, 2022 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 1 | 5 |
| Multiple Choice Questions based Multi-Interest Policy Learning for Conversational Recommendation | Dec 22, 2021 | AttributeConversational Recommendation | CodeCode Available | 1 | 5 |
| Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation | Oct 27, 2023 | AttributeConversational Recommendation | CodeCode Available | 1 | 5 |
| Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models | May 22, 2023 | Conversational RecommendationExplanation Generation | CodeCode Available | 1 | 5 |
| Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems | Feb 19, 2025 | Collaborative FilteringConversational Recommendation | CodeCode Available | 1 | 5 |
| RevCore: Review-augmented Conversational Recommendation | Jun 2, 2021 | Conversational RecommendationDecoder | CodeCode Available | 1 | 5 |
| Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information | Dec 15, 2021 | Conversational RecommendationLanguage Modeling | CodeCode Available | 1 | 5 |
| Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-Start Users | May 23, 2020 | Collaborative FilteringConversational Recommendation | CodeCode Available | 1 | 5 |
| Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation | Oct 27, 2023 | Conversational RecommendationDiversity | CodeCode Available | 0 | 5 |
| Conversational Dueling Bandits in Generalized Linear Models | Jul 26, 2024 | Conversational RecommendationInformativeness | CodeCode Available | 0 | 5 |
| Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational Recommendation | Dec 1, 2020 | Conversational RecommendationKnowledge Graphs | CodeCode Available | 0 | 5 |
| Towards Deep Conversational Recommendations | Dec 18, 2018 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors | Apr 4, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Prescriptive Process Monitoring in Intelligent Process Automation with Chatbot Orchestration | Dec 13, 2022 | ChatbotConversational Recommendation | CodeCode Available | 0 | 5 |
| Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation | Mar 13, 2024 | Conversational RecommendationModel Selection | CodeCode Available | 0 | 5 |
| Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset | Mar 7, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search | Oct 12, 2024 | Conversational RecommendationConversational Search | CodeCode Available | 0 | 5 |
| Category Aware Explainable Conversational Recommendation | Mar 15, 2021 | Conversational Recommendation | CodeCode Available | 0 | 5 |
| Multi-grained Hypergraph Interest Modeling for Conversational Recommendation | May 4, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Dual-space Hierarchical Learning for Goal-guided Conversational Recommendation | Dec 30, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Metaphorical User Simulators for Evaluating Task-oriented Dialogue Systems | Apr 2, 2022 | Conversational RecommendationTask-Oriented Dialogue Systems | CodeCode Available | 0 | 5 |
| Multi-view Hypergraph Contrastive Policy Learning for Conversational Recommendation | Jul 26, 2023 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Knowledge Graph-enhanced Sampling for Conversational Recommender System | Oct 13, 2021 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Meta Policy Learning for Cold-Start Conversational Recommendation | May 24, 2022 | Conversational RecommendationMeta Reinforcement Learning | CodeCode Available | 0 | 5 |
| “It doesn’t look good for a date”: Transforming Critiques into Preferences for Conversational Recommendation Systems | Nov 1, 2021 | Common Sense ReasoningConversational Recommendation | CodeCode Available | 0 | 5 |
| INSPIRED2: An Improved Dataset for Sociable Conversational Recommendation | Aug 8, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| INFACT: An Online Human Evaluation Framework for Conversational Recommendation | Sep 7, 2022 | Conversational RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| "It doesn't look good for a date": Transforming Critiques into Preferences for Conversational Recommendation Systems | Sep 15, 2021 | Common Sense ReasoningConversational Recommendation | CodeCode Available | 0 | 5 |
| Conversational Recommender System | Jun 8, 2018 | Conversational RecommendationDeep Reinforcement Learning | CodeCode Available | 0 | 5 |
| IAI MovieBot 2.0: An Enhanced Research Platform with Trainable Neural Components and Transparent User Modeling | Mar 1, 2024 | Conversational RecommendationDialogue Management | CodeCode Available | 0 | 5 |
