Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation

13 March 2024

Papers citing "Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation"

21 / 21 papers shown

Title
PIPA: A Unified Evaluation Protocol for Diagnosing Interactive Planning Agents Takyoung Kim Janvijay Singh Shuhaib Mehri Emre Can Acikgoz Sagnik Mukherjee Nimet Beyza Bozdag Sumuk Shashidhar Gökhan Tür Dilek Hakkani-Tür LLMAG 25 0 0 02 May 2025
Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User X. Wang Chunxuan Xia Junyi Li Fanzhe Meng Lei Huang Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen 60 0 0 29 Apr 2025
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 65 0 0 19 Apr 2025
SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation Nicolas Bougie Narimasa Watanabe 24 0 0 17 Apr 2025
PAARS: Persona Aligned Agentic Retail Shoppers Saab Mansour Leonardo Perelli Lorenzo Mainetti George Davidson Stefano DÁmato 41 0 0 31 Mar 2025
Harmonizing Large Language Models with Collaborative Behavioral Signals for Conversational Recommendation G. Li Kuo Tian Jinnan Qi Qinghan Fu Zhen Wu Xinyu Dai 34 0 0 12 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 87 1 0 07 Mar 2025
Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit Profiles Kuang Wang X. Li S. M. I. Simon X. Yang Li Zhou Feng Jiang H. Li 42 0 0 26 Feb 2025
InterFeedback: Unveiling Interactive Intelligence of Large Multimodal Models via Human Feedback Henry Hengyuan Zhao Wenqi Pei Yifei Tao Haiyang Mei Mike Zheng Shou 38 0 0 20 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 78 2 0 14 Feb 2025
AGENT-CQ: Automatic Generation and Evaluation of Clarifying Questions for Conversational Search with LLMs Clemencia Siro Yifei Yuan Mohammad Aliannejadi Maarten de Rijke ELM 20 3 0 25 Oct 2024
ProductAgent: Benchmarking Conversational Product Search Agent with Asking Clarification Questions Jingheng Ye Yong Jiang Xiaobin Wang Yinghui Li Yangning Li Hai-Tao Zheng Pengjun Xie Fei Huang 33 2 0 01 Jul 2024
$τ$ -bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains Shunyu Yao Noah Shinn P. Razavi Karthik Narasimhan ALM 33 55 0 17 Jun 2024
Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives Chen Gao Xiaochong Lan Nian Li Yuan Yuan Jingtao Ding Zhilun Zhou Fengli Xu Yong Li LLMAG AI4CE LM&Ro 29 97 0 19 Dec 2023
User Behavior Simulation with Large Language Model based Agents Lei Wang Jingsen Zhang Hao-ran Yang Zhiyuan Chen Jiakai Tang ... Wayne Xin Zhao Jun Xu Zhicheng Dou Jun Wang Ji-Rong Wen LM&Ro LLMAG 13 39 0 05 Jun 2023
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 32 358 0 31 May 2023
Exploiting Simulated User Feedback for Conversational Search: Ranking, Rewriting, and Beyond Paul Owoicho Ivan Sekulić Mohammad Aliannejadi Jeffrey Stephen Dalton Fabio Crestani 46 31 0 26 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 215 1,727 0 07 Apr 2023
Advances and Challenges in Conversational Recommender Systems: A Survey Chongming Gao Wenqiang Lei Xiangnan He Maarten de Rijke Tat-Seng Chua 128 270 0 23 Jan 2021
Dialog-based Interactive Image Retrieval Xiaoxiao Guo Hui Wu Yu Cheng Steven J. Rennie Gerald Tesauro Rogerio Feris 48 204 0 01 May 2018
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 31,150 0 16 Jan 2013