Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning

19 June 2022

Papers citing "Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning"

50 / 67 papers shown

Title
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
Multi-Type Context-Aware Conversational Recommender Systems via Mixture-of-Experts Jie Zou Cheng Lin Weikang Guo Zheng Wang Jiwei Wei Yang Yang Hengtao Shen HAI 38 0 0 18 Apr 2025
Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models Xiaoyan Zhao Yang Deng Wenjie Wang Hongzhan Lin Hong Cheng Rui Zhang See-Kiong Ng Tat-Seng Chua 28 0 0 09 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Z. Chen Z. Z. Ren Maarten de Rijke 34 0 0 05 Apr 2025
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action Tongyoung Kim Jeongeun Lee Soojin Yoon S. Kim Dongha Lee 24 0 0 28 Mar 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences Heejin Kook Junyoung Kim Seongmin Park Jongwuk Lee 29 0 0 27 Mar 2025
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems Zhangchi Qiu Linhao Luo Zicheng Zhao Shirui Pan Alan Wee-Chung Liew RALM 46 0 0 09 Mar 2025
Vague Preference Policy Learning for Conversational Recommendation Gangyi Zhang Chongming Gao Wenqiang Lei Xiaojie Guo Shijun Li Hongshen Chen Zhuozhi Ding Sulong Xu Lingfei Wu 68 1 0 24 Feb 2025
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems Yaochen Zhu Chao Wan Harald Steck Dawen Liang Yesu Feng Nathan Kallus Jundong Li RALM 76 0 0 21 Feb 2025
Prompt Tuning for Item Cold-start Recommendation Yuezihan Jiang Gaode Chen Wenhan Zhang J. Wang Yinjie Jiang Qi Zhang Jingjian Lin Peng Jiang Kaigui Bian VLM 27 0 0 24 Dec 2024
Bridging Conversational and Collaborative Signals for Conversational Recommendation A. Rabiah Nafis Sadeq Julian McAuley 71 0 0 09 Dec 2024
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 86 4 0 03 Dec 2024
Enhancing ID-based Recommendation with Large Language Models Lei Chen Chen Gao Xiaoyi Du Hengliang Luo Depeng Jin Y. Li M. Wang 35 0 0 04 Nov 2024
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning Millennium Bismay Xiangjue Dong James Caverlee LRM 29 3 0 30 Oct 2024
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation Qianfeng Wen Yifan Liu Joshua Zhang George Saad A. Korikov Yury Sambale Scott Sanner 18 3 0 02 Oct 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 15 0 0 22 Sep 2024
Towards Empathetic Conversational Recommender Systems Xiaoyu Zhang Ruobing Xie Yougang Lyu Xin Xin Pengjie Ren Mingfei Liang Bo Zhang Zhanhui Kang Maarten de Rijke Zhaochun Ren 23 1 0 30 Aug 2024
Large Language Model Driven Recommendation A. Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal Mahesh Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 23 0 0 20 Aug 2024
CoRA: Collaborative Information Perception by Large Language Model's Weights for Recommendation Yuting Liu Jinghao Zhang Yizhou Dang Yuliang Liang Qiang Liu Guibing Guo Jianzhe Zhao Xingwei Wang 16 2 0 20 Aug 2024
MMREC: LLM Based Multi-Modal Recommender System Jiahao Tian Jinman Zhao Zhenkai Wang Zhicheng Ding 30 7 0 08 Aug 2024
Leveraging LLM Reasoning Enhances Personalized Recommender Systems Zhe Wang Adam Kraft Long Jin Chenwei Cai Anahita Hosseini Yuhua Ru Zemin Zhang Lichan Hong Ed H. Chi Xinyang Yi LRM 18 7 0 22 Jul 2024
LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking Amy Xin Y. Qi Zijun Yao Fangwei Zhu Kaisheng Zeng Xu Bin Lei Hou Juanzi Li 26 5 0 04 Jul 2024
A Reality check of the benefits of LLM in business Ming Cheung 17 3 0 09 Jun 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 14 6 0 20 May 2024
DynLLM: When Large Language Models Meet Dynamic Graph Recommendation Ziwei Zhao Fake Lin Xi Zhu Zhi Zheng Tong Bill Xu Shitian Shen Xueying Li Zikai Yin Enhong Chen 28 5 0 13 May 2024
A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems Lixi Zhu Xiaowen Huang Jitao Sang 19 2 0 13 May 2024
Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation David Eric Austin A. Korikov Armin Toroghi Scott Sanner 18 9 0 02 May 2024
Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommendation Systems Dayu Yang F. Chen Hui Fang ALM 19 6 0 17 Apr 2024
PMG : Personalized Multimodal Generation with Large Language Models Xiao-Na Shen Rui Zhang Xiaoyan Zhao Jieming Zhu Xi Xiao 22 13 0 07 Apr 2024
Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors Chen Huang Peixin Qin Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua 22 6 0 04 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley A. Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 26 30 0 31 Mar 2024
How Reliable is Your Simulator? Analysis on the Limitations of Current LLM-based User Simulators for Conversational Recommendation Lixi Zhu Xiaowen Huang Jitao Sang 25 1 0 25 Mar 2024
Pearl: A Review-driven Persona-Knowledge Grounded Conversational Recommendation Dataset Minjin Kim Minju Kim Hana Kim Beong-woo Kwak Soyeon Chun Hyunseo Kim SeongKu Kang Youngjae Yu Jinyoung Yeo Dongha Lee RALM 16 10 0 07 Mar 2024
RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface Zeyuan Zhang Tanmay Laud Zihang He Xiaojie Chen Xinshuang Liu Zhouhang Xie Julian McAuley Zhankui He 16 1 0 23 Feb 2024
Stealthy Attack on Large Language Model based Recommendation Jinghao Zhang Yuting Liu Qiang Liu Shu Wu Guibing Guo Liang Wang 25 13 0 18 Feb 2024
The Future of Cognitive Strategy-enhanced Persuasive Dialogue Agents: New Perspectives and Trends Mengqi Chen Bin Guo Hao Wang Haoyu Li Qian Zhao Jingqi Liu Yasan Ding Yan Pan Zhiwen Yu LLMAG 35 1 0 07 Feb 2024
Preference-Conditioned Language-Guided Abstraction Andi Peng Andreea Bobu Belinda Z. Li T. Sumers Ilia Sucholutsky Nishanth Kumar Thomas L. Griffiths Julie A. Shah 20 12 0 05 Feb 2024
A Multi-Agent Conversational Recommender System Jiabao Fang Shen Gao Pengjie Ren Xiuying Chen Suzan Verberne Zhaochun Ren LLMAG 15 18 0 02 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong-jin Liu 22 11 0 25 Jan 2024
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender Systems Zhangchi Qiu Ye Tao Shirui Pan Alan Wee-Chung Liew 10 5 0 18 Dec 2023
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation Yeongseo Jung Eunseo Jung Lei Chen 10 5 0 27 Oct 2023
Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue Yuanxing Liu Wei-Nan Zhang Yifan Chen Yuchi Zhang Haopeng Bai Fan Feng Hengbin Cui Yongbin Li Wanxiang Che 34 20 0 23 Oct 2023
A Conversation is Worth A Thousand Recommendations: A Survey of Holistic Conversational Recommender Systems Chuang Li Hengchang Hu Yan Zhang Min-Yen Kan Haizhou Li 9 5 0 14 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 8 85 0 31 Aug 2023
Large Language Models as Zero-Shot Conversational Recommenders Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 11 126 0 19 Aug 2023
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents Yubo Shu Haonan Zhang Hansu Gu Peng Zhang T. Lu Dongsheng Li Ning Gu 16 14 0 19 Aug 2023
Knowledge Prompt-tuning for Sequential Recommendation Jian F. Zhai Xiawu Zheng Changjian Wang Hui Li Yonghong Tian VLM 12 23 0 14 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 17 110 0 31 Jul 2023
Alleviating the Long-Tail Problem in Conversational Recommender Systems Zhipeng Zhao Kun Zhou Xiaolei Wang Wayne Xin Zhao Fan Pan Zhao Cao Ji-Rong Wen 13 10 0 21 Jul 2023
TREA: Tree-Structure Reasoning Schema for Conversational Recommendation Wendi Li Wei Wei Xiaoye Qu Xian-Ling Mao Ye Yuan Wenfeng Xie Dangyang Chen 22 20 0 20 Jul 2023