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Towards Deep Conversational Recommendations

18 December 2018

Raymond Li

Samira Ebrahimi Kahou

Papers citing "Towards Deep Conversational Recommendations"

50 / 182 papers shown

Title
Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommendation Systems Dayu Yang F. Chen Hui Fang ALM 187 23 0 17 Apr 2024
Context Does Matter: Implications for Crowdsourced Evaluation Labels in Task-Oriented Dialogue Systems Clemencia Siro Mohammad Aliannejadi Maarten de Rijke 154 3 0 15 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 358 15 0 04 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 393 112 0 31 Mar 2024
Coimagining the Future of Voice Assistants with Cultural Sensitivity Katie Seaborn Yuto Sawa Mizuki Watanabe 163 12 0 26 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 203 30 0 25 Mar 2024
Evaluating Large Language Models as Generative User Simulators for Conversational RecommendationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 254 35 0 13 Mar 2024
Target-constrained Bidirectional Planning for Generation of Target-oriented Proactive Dialogue Jian Wang Dongding Lin Wenjie Li 238 7 0 10 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 260 21 0 07 Mar 2024
A General and Flexible Multi-concept Parsing Framework for Multilingual Semantic Matching Dongyu Yao Asaad Alghamdi Qingrong Xia Xiaoye Qu Xinyu Duan Zhefeng Wang Yi Zheng Baoxing Huai Peilun Cheng Zhou Zhao 230 0 0 05 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 82 4 0 23 Feb 2024
RecMind: Japanese Movie Recommendation Dialogue with Seeker's Internal State Takashi Kodama Hirokazu Kiyomaru Yin Jou Huang Sadao Kurohashi 121 0 0 21 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing TaskConference of the European Chapter of the Association for Computational Linguistics (EACL), 2024 Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong Liu 268 20 0 25 Jan 2024
MOReGIn: Multi-Objective Recommendation at the Global and Individual LevelsEuropean Conference on Information Retrieval (ECIR), 2024 Elizabeth Gómez David Contreras Ludovico Boratto Maria Salamó 306 3 0 23 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 381 14 0 18 Dec 2023
Graph vs. Sequence: An Empirical Study on Knowledge Forms for Knowledge-Grounded DialogueConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yizhe Yang Heyan Huang Yuhang Liu Yang Gao 166 1 0 13 Dec 2023
CoRE-CoG: Conversational Recommendation of Entities using Constrained Generation Harshvardhan Srivastava Kanav Pruthi Soumen Chakrabarti Mausam 243 1 0 14 Nov 2023
Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers Weiwei Sun Zheng Chen Xinyu Ma Lingyong Yan Shuaiqiang Wang Sudipta Singha Roy Zhumin Chen D. Yin Zhaochun Ren ALM 324 27 0 02 Nov 2023
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge DistillationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yeongseo Jung Eunseo Jung Lei Chen 201 9 0 27 Oct 2023
Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data AugmentationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xi Wang Hossein A. Rahmani Jiqun Liu Emine Yilmaz 205 19 0 25 Oct 2023
Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales DialogueConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yuanxing Liu Wei-Nan Zhang Yifan Chen Yuchi Zhang Haopeng Bai Fan Feng Hengbin Cui Yongbin Li Wanxiang Che 261 33 0 23 Oct 2023
Long Short-Term Planning for Conversational Recommendation SystemsInternational Conference on Neural Information Processing (ICONIP), 2023 Xian Li Hongguang Shi Yunfei Wang Yeqin Zhang Xubin Li Cam-Tu Nguyen 84 1 0 23 Oct 2023
The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Pranav Narayanan Venkit Mukund Srinath Sanjana Gautam Saranya Venkatraman Vipul Gupta R. Passonneau Shomir Wilson 199 18 0 18 Oct 2023
Factual and Personalized Recommendations using Language Models and Reinforcement Learning Jihwan Jeong Yinlam Chow Guy Tennenholtz Chih-Wei Hsu Azamat Tulepbergenov Mohammad Ghavamzadeh Craig Boutilier 220 6 0 09 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 279 6 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 261 153 0 31 Aug 2023
SalesBot 2.0: A Human-Like Intent-Guided Chit-Chat Dataset Wen-Yu Chang Yun-Nung Chen 236 3 0 28 Aug 2023
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented DialogueSIGDIAL Conferences (SIGDIAL), 2023 Shutong Feng Nurul Lubis Benjamin Ruppik Christian Geishauser Michael Heck Hsien-chin Lin Carel van Niekerk Renato Vukovic Milica Gavsić 231 3 0 24 Aug 2023
Large Language Models as Zero-Shot Conversational RecommendersInternational Conference on Information and Knowledge Management (CIKM), 2023 Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 261 216 0 19 Aug 2023
A Large Language Model Enhanced Conversational Recommender System Yue Feng Shuchang Liu Zhenghai Xue Qingpeng Cai Lantao Hu Peng Jiang Kun Gai Fei Sun LRM 241 66 0 11 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and OpportunitiesWorld wide web (Bussum) (WWWB), 2023 Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 250 239 0 31 Jul 2023
Alleviating the Long-Tail Problem in Conversational Recommender SystemsACM Conference on Recommender Systems (RecSys), 2023 Zhipeng Zhao Kun Zhou Xiaolei Wang Wayne Xin Zhao Fan Pan Bo Zhao Ji-Rong Wen 217 18 0 21 Jul 2023
TREA: Tree-Structure Reasoning Schema for Conversational RecommendationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Wendi Li Wei Wei Xiaoye Qu Xian-Ling Mao Ye Yuan Wenfeng Xie Dangyang Chen 193 31 0 20 Jul 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AIFindings (Findings), 2023 Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 275 29 0 19 Jul 2023
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation DatasetsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yu Lu Junwei Bao Zichen Ma Xiaoguang Han Youzheng Wu Shuguang Cui Xiaodong He 137 5 0 16 Jun 2023
Towards Building Voice-based Conversational Recommender Systems: Datasets, Potential Solutions, and ProspectsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Xinghua Qu Hongyang Liu Zhu Sun Xiang Yin Yew-Soon Ong Lu Lu Zejun Ma 245 6 0 14 Jun 2023
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 375 299 0 09 Jun 2023
Improving Conversational Recommendation Systems via Counterfactual Data SimulationKnowledge Discovery and Data Mining (KDD), 2023 Xiaolei Wang Kun Zhou Xinyu Tang Wayne Xin Zhao Fan Pan Bo Zhao Ji-Rong Wen 293 19 0 05 Jun 2023
Towards Explainable Conversational Recommender SystemsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Shuyu Guo Shuo Zhang Weiwei Sun Sudipta Singha Roy Zhumin Chen Zhaochun Ren LRM 183 23 0 27 May 2023
Schema-Guided User Satisfaction Modeling for Task-Oriented DialoguesAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yue Feng Yunlong Jiao Animesh Prasad Nikolaos Aletras Emine Yilmaz G. Kazai 159 7 0 26 May 2023
Multimodal Recommendation Dialog with Subjective Preference: A New Challenge and BenchmarkAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Yuxing Long Binyuan Hui Caixia Yuan1 Fei Huang Yongbin Li Xiaojie Wang 114 5 0 26 May 2023
Conversational Recommendation as Retrieval: A Simple, Strong Baseline Raghav Gupta Renat Aksitov Samrat Phatale Simral Chaudhary Harrison Lee Abhinav Rastogi 187 3 0 23 May 2023
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xiaolei Wang Xinyu Tang Wayne Xin Zhao Jingyuan Wang Ji-Rong Wen ALM 263 77 0 22 May 2023
Modeling User Satisfaction Dynamics in Dialogue via Hawkes ProcessAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Fanghua Ye Zhiyuan Hu Emine Yilmaz 164 11 0 21 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 232 114 0 13 May 2023
Multi-Task End-to-End Training Improves Conversational Recommendation Naveen Ram Dima Kuzmin E. Chio M. Alzantot Santiago Ontanon Ambarish Jash Judith Yue Li 109 3 0 08 May 2023
Toward Connecting Speech Acts and Search Actions in Conversational Search TasksACM/IEEE Joint Conference on Digital Libraries (JCDL), 2023 Souvick Ghosh Satanu Ghosh C. Shah 114 6 0 08 May 2023
U-NEED: A Fine-grained Dataset for User Needs-Centric E-commerce Conversational RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Yuanxing Liu Weinan Zhang B. Dong Yan Fan Hangyu Wang ... Yifan Chen Ziyu Zhuang Hengbin Cui Yongbin Li Wanxiang Che 159 17 0 05 May 2023
Multi-grained Hypergraph Interest Modeling for Conversational RecommendationAI Open (AO), 2023 Chenzhang Shang Yupeng Hou Wayne Xin Zhao Yaliang Li Jing Zhang 307 17 0 04 May 2023
A Survey on Proactive Dialogue Systems: Problems, Methods, and ProspectsInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Yang Deng Wenqiang Lei W. Lam Tat-Seng Chua 322 70 0 04 May 2023

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Towards Deep Conversational Recommendations

Papers citing "Towards Deep Conversational Recommendations"