Large Language Models as Zero-Shot Conversational Recommenders

19 August 2023

Bodhisattwa Prasad Majumder

Nathan Kallus

Julian McAuley

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Papers citing "Large Language Models as Zero-Shot Conversational Recommenders"

26 / 26 papers shown

Title
Chat-of-Thought: Collaborative Multi-Agent System for Generating Domain Specific Information Christodoulos Constantinides Shuxin Lin Nianjun Zhou Dhaval Patel LLMAG AI4CE 51 0 0 11 Jun 2025
Social Cooperation in Conversational AI Agents M. Çelikok Saptarashmi Bandyopadhyay R. Loftin 62 0 0 02 Jun 2025
Leveraging Descriptions of Emotional Preferences in Recommender Systems Tonmoy Hasan Razvan Bunescu 50 0 0 26 May 2025
Field Matters: A lightweight LLM-enhanced Method for CTR Prediction Yu Cui Feng Liu Jiawei Chen Yudi Wu Changwang Zhang Jun Wang Yuegang Sun Xiaohu Yang Can Wang 114 0 0 20 May 2025
Text2Tracks: Prompt-based Music Recommendation via Generative Retrieval Enrico Palumbo Gustavo Penha Andreas Damianou José Luis Redondo García Timothy Christopher Heath Alice Wang Hugues Bouchard M. Lalmas 132 0 0 31 Mar 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 127 7 0 31 Mar 2025
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation Hyunsik Jeon Satoshi Koide Yu Wang Zhankui He Julian McAuley VLM 169 0 0 30 Mar 2025
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action Tongyoung Kim Jeongeun Lee Soojin Yoon Seon Gyeom Kim Dongha Lee 89 1 0 28 Mar 2025
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System Yashar Deldjoo Tommaso Di Noia 182 24 0 24 Feb 2025
Taxonomy-Guided Zero-Shot Recommendations with LLMs Yueqing Liang Liangwei Yang Chen Wang Xiongxiao Xu Philip S. Yu Kai Shu 134 8 0 21 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 153 5 0 14 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 187 0 0 13 Feb 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 183 18 0 17 Jan 2025
Bridging Conversational and Collaborative Signals for Conversational Recommendation Ahmad Bin Rabiah Nafis Sadeq Julian McAuley 186 0 0 09 Dec 2024
Who Can Withstand Chat-Audio Attacks? An Evaluation Benchmark for Large Audio-Language Models Wanqi Yang Yongqian Li Meng Fang Yunchao Wei Dinesh Manocha AAML ELM AuLLM 119 1 0 22 Nov 2024
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search Hanwen Du Bo Peng Xia Ning 115 0 0 12 Oct 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal M. Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 116 0 0 20 Aug 2024
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations Hai-Dang Kieu Minh-Duc Nguyen Thien Hang Nguyen Dung D. Le RALM LRM 120 4 0 30 May 2024
Imagery as Inquiry: Exploring A Multimodal Dataset for Conversational Recommendation Se-eun Yoon Hyunsik Jeon Julian McAuley 94 0 0 23 May 2024
RDRec: Rationale Distillation for LLM-based Recommendation Xinfeng Wang Jin Cui Yoshimi Suzuki Fumiyo Fukumoto LRM 91 13 0 17 May 2024
Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives Emrul Hasan Mizanur Rahman Chen Ding Jimmy Xiangji Huang Shaina Raza 92 5 0 09 May 2024
Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation Ziyan Wang Yingpeng Du Zhu Sun Haoyan Chua Kaidong Feng Wenya Wang Jie Zhang LRM KELM 62 6 0 25 Mar 2024
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 92 41 0 10 Nov 2023
Evaluating ChatGPT as a Recommender System: A Rigorous Approach Dario Di Palma Giovanni Maria Biancofiore Vito Walter Anelli Fedelucio Narducci Tommaso Di Noia E. Sciascio ALM 124 30 0 07 Sep 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 168 348 0 05 Jul 2023
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 175 827 0 18 Aug 2020