| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 | 5 |
| DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI | Jul 19, 2023 | Conversational RecommendationDiversity | 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 |
| Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommender Systems | Apr 17, 2024 | Conversational RecommendationRecommendation Systems | CodeCode Available | 2 | 5 |
| RevCore: Review-augmented Conversational Recommendation | Jun 2, 2021 | Conversational RecommendationDecoder | CodeCode Available | 1 | 5 |
| Towards Conversational Recommendation over Multi-Type Dialogs | May 8, 2020 | Conversational RecommendationVocal Bursts Type Prediction | 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 |
| Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences | Mar 27, 2025 | Conversational RecommendationRecommendation Systems | 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 |
| Multiple Choice Questions based Multi-Interest Policy Learning for Conversational Recommendation | Dec 22, 2021 | 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 |
| Improving Conversational Recommendation Systems via Counterfactual Data Simulation | Jun 5, 2023 | Conversational Recommendationcounterfactual | 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 |
| LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation | Mar 30, 2025 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation | Sep 18, 2021 | Conversational Recommendation | CodeCode Available | 1 | 5 |
| Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems | Feb 19, 2025 | Collaborative FilteringConversational Recommendation | CodeCode Available | 1 | 5 |
| Large Language Models as Zero-Shot Conversational Recommenders | Aug 19, 2023 | Conversational Recommendation | CodeCode Available | 1 | 5 |
| MConv: An Environment for Multimodal Conversational Search across Multiple Domains | Jul 11, 2021 | Conversational RecommendationConversational Search | 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 |
| Bundle MCR: Towards Conversational Bundle Recommendation | Jul 26, 2022 | 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 |
| Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation | Oct 27, 2023 | AttributeConversational Recommendation | 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 |
| Improving Conversational Recommendation Systems' Quality with Context-Aware Item Meta Information | Dec 15, 2021 | Conversational RecommendationLanguage Modeling | CodeCode Available | 1 | 5 |
| Towards Topic-Guided Conversational Recommender System | Oct 8, 2020 | Conversational RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
