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
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
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
RecUserSim: A Realistic and Diverse User Simulator for Evaluating Conversational Recommender Systems
Luyu Chen, Quanyu Dai, Zeyu Zhang, Xueyang Feng +5
2025-08-01
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
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
Computation and Language · Computer Science
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models
Xiaolei Wang, Xinyu Tang, Wayne Xin Zhao, Jingyuan Wang +1
2024-06-21
Artificial Intelligence · Computer Science
Interplay: Training Independent Simulators for Reference-Free Conversational Recommendation
Jerome Ramos, Feng Xia, Xi Wang, Shubham Chatterjee +3
2026-03-20
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
Evaluating User Experience in Conversational Recommender Systems: A Systematic Review Across Classical and LLM-Powered Approaches
Raj Mahmud, Yufeng Wu, Abdullah Bin Sawad, Shlomo Berkovsky +2
2025-08-07
Information Retrieval · Computer Science
Leveraging Large Language Models in Conversational Recommender Systems
Luke Friedman, Sameer Ahuja, David Allen, Zhenning Tan +9
2023-05-18
Human-Computer Interaction · Computer Science
Mirroring Users: Towards Building Preference-aligned User Simulator with User Feedback in Recommendation
Tianjun Wei, Huizhong Guo, Yingpeng Du, Zhu Sun +3
2026-04-20
Computation and Language · Computer Science
Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models
Xiaoyan Zhao, Yang Deng, Wenjie Wang, Hongzhan lin +4
2025-04-18
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
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
Reformulating Conversational Recommender Systems as Tri-Phase Offline Policy Learning
Gangyi Zhang, Chongming Gao, Hang Pan, Runzhe Teng +1
2024-09-10
Information Retrieval · Computer Science
Decision-aware User Simulation Agent for Evaluating Conversational Recommender Systems
Yuan-Chi Li, Li-Chi Chen, Sung-Yi Wu, Yu-Che Tsai +1
2026-05-08
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
Evaluating Conversational Recommender Systems via Large Language Models: A User-Centric Framework
Nuo Chen, Quanyu Dai, Xiaoyu Dong, Piaohong Wang +4
2026-01-27
Information Retrieval · Computer Science
A Large Language Model Enhanced Conversational Recommender System
Yue Feng, Shuchang Liu, Zhenghai Xue, Qingpeng Cai +4
2023-08-14
Information Retrieval · Computer Science
Customized Conversational Recommender Systems
Shuokai Li, Yongchun Zhu, Ruobing Xie, Zhenwei Tang +4
2022-07-05