Information Retrieval · Computer Science
UserSimCRS: A User Simulation Toolkit for Evaluating Conversational Recommender Systems
Jafar Afzali, Aleksander Mark Drzewiecki, Krisztian Balog, Shuo Zhang
2023-01-25
Computation and Language · Computer Science
CRSLab: An Open-Source Toolkit for Building Conversational Recommender System
Kun Zhou, Xiaolei Wang, Yuanhang Zhou, Chenzhan Shang +4
2021-01-05
Information Retrieval · Computer Science
Leveraging Large Language Models in Conversational Recommender Systems
Luke Friedman, Sameer Ahuja, David Allen, Zhenning Tan +9
2023-05-18
Computation and Language · Computer Science
Towards Topic-Guided Conversational Recommender System
Kun Zhou, Yuanhang Zhou, Wayne Xin Zhao, Xiaoke Wang +1
2020-11-03
Information Retrieval · Computer Science
Customized Conversational Recommender Systems
Shuokai Li, Yongchun Zhu, Ruobing Xie, Zhenwei Tang +4
2022-07-05
Human-Computer Interaction · Computer Science
RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems
Luyu Chen, Quanyu Dai, Zeyu Zhang, Xueyang Feng +5
2025-08-01
Computation and Language · Computer Science
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models
Lingzhi Wang, Huang Hu, Lei Sha, Can Xu +2
2022-10-10
Artificial Intelligence · Computer Science
OMuleT: Orchestrating Multiple Tools for Practicable Conversational Recommendation
Se-eun Yoon, Xiaokai Wei, Yexi Jiang, Rachit Pareek +4
2025-01-03
Information Retrieval · Computer Science
RecAI: Leveraging Large Language Models for Next-Generation Recommender Systems
Jianxun Lian, Yuxuan Lei, Xu Huang, Jing Yao +2
2024-03-12
Machine Learning · Computer Science
RecSim: A Configurable Simulation Platform for Recommender Systems
Eugene Ie, Chih-wei Hsu, Martin Mladenov, Vihan Jain +4
2019-09-27
Human-Computer Interaction · Computer Science
A Survey on Conversational Recommender Systems
Dietmar Jannach, Ahtsham Manzoor, Wanling Cai, Li Chen
2021-06-01
Information Retrieval · Computer Science
Reformulating Conversational Recommender Systems as Tri-Phase Offline Policy Learning
Gangyi Zhang, Chongming Gao, Hang Pan, Runzhe Teng +1
2024-09-10
Machine Learning · Computer Science
RecoMind: A Reinforcement Learning Framework for Optimizing In-Session User Satisfaction in Recommendation Systems
Mehdi Ben Ayed, Fei Feng, Jay Adams, Vishwakarma Singh +2
2025-08-04
Artificial Intelligence · Computer Science
How Reliable is Your Simulator? Analysis on the Limitations of Current LLM-based User Simulators for Conversational Recommendation
Lixi Zhu, Xiaowen Huang, Jitao Sang
2024-03-26
Human-Computer Interaction · Computer Science
A Literature Review on Simulation in Conversational Recommender Systems
Haoran Zhang, Xin Zhao, Jinze Chen, Junpeng Guo
2025-06-26
Computation and Language · Computer Science
Modeling Multiple User Interests using Hierarchical Knowledge for Conversational Recommender System
Yuka Okuda, Katsuhito Sudoh, Seitaro Shinagawa, Satoshi Nakamura
2023-03-02
Human-Computer Interaction · Computer Science
A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems
Lixi Zhu, Xiaowen Huang, Jitao Sang
2024-05-15
Information Retrieval · Computer Science
Advances and Challenges in Conversational Recommender Systems: A Survey
Chongming Gao, Wenqiang Lei, Xiangnan He, Maarten de Rijke +1
2021-09-27
Information Retrieval · Computer Science
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action
Tongyoung Kim, Jeongeun Lee, Soojin Yoon, Sunghwan Kim +1
2025-08-08
Information Retrieval · Computer Science
Minimalist and High-performance Conversational Recommendation with Uncertainty Estimation for User Preference
Yinan Zhang, Boyang Li, Yong Liu, You Yuan +1
2022-07-04
Information Retrieval · Computer Science
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems
Yaochen Zhu, Chao Wan, Harald Steck, Dawen Liang +3
2025-02-21
Information Retrieval · Computer Science
A Framework for Generating Conversational Recommendation Datasets from Behavioral Interactions
Vinaik Chhetri, Yousaf Reza, Moghis Fereidouni, Srijata Maji +2
2025-06-24