A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems

14 April 2022

Papers citing "A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems"

36 / 36 papers shown

Title
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 43 0 0 18 Apr 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
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 91 4 0 03 Dec 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 25 3 0 22 Sep 2024
The Imperative of Conversation Analysis in the Era of LLMs: A Survey of Tasks, Techniques, and Trends Xinghua Zhang Haiyang Yu Yongbin Li Minzheng Wang Longze Chen Fei Huang 35 5 0 21 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 6 0 30 Aug 2024
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems Chuang Li Yang Deng Hengchang Hu Min-Yen Kan Haizhou Li 29 7 0 03 May 2024
Towards Human-centered Proactive Conversational Agents Yang Deng Lizi Liao Zhonghua Zheng Grace Hui Yang Tat-Seng Chua LLMAG 32 24 0 19 Apr 2024
Target-constrained Bidirectional Planning for Generation of Target-oriented Proactive Dialogue Jian Wang Dongding Lin Wenjie Li 22 1 0 10 Mar 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong-jin Liu 30 11 0 25 Jan 2024
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation Yeongseo Jung Eunseo Jung Lei Chen 20 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
Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue Hongru Wang Minda Hu Yang Deng Rui Wang Fei Mi Weichao Wang Yasheng Wang Wai-Chung Kwan Irwin King Kam-Fai Wong RALM 39 8 0 13 Oct 2023
MuseChat: A Conversational Music Recommendation System for Videos Zhikang Dong Bin Chen Xiulong Liu Paweł Polak Peng Zhang LRM 34 25 0 10 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 16 5 0 14 Sep 2023
When Multi-Task Learning Meets Partial Supervision: A Computer Vision Review Maxime Fontana Michael W. Spratling Miaojing Shi 36 5 0 25 Jul 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 61 307 0 05 Jul 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 30 195 0 09 Jun 2023
Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration Yang Deng Lizi Liao Liang Chen Hongru Wang Wenqiang Lei Tat-Seng Chua 84 72 0 23 May 2023
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models Xiaolei Wang Xinyu Tang Wayne Xin Zhao Jingyuan Wang Ji-Rong Wen ALM 23 47 0 22 May 2023
Towards Robust Personalized Dialogue Generation via Order-Insensitive Representation Regularization Liang Chen Hongru Wang Yang Deng Wai-Chung Kwan Zezhong Wang Kam-Fai Wong 21 14 0 22 May 2023
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs Hongru Wang Rui Wang Fei Mi Yang Deng Zezhong Wang Bin Liang Ruifeng Xu Kam-Fai Wong LRM 27 54 0 19 May 2023
Multi-grained Hypergraph Interest Modeling for Conversational Recommendation Chenzhang Shang Yupeng Hou Wayne Xin Zhao Yaliang Li Jing Zhang 23 8 0 04 May 2023
A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects Yang Deng Wenqiang Lei W. Lam Tat-Seng Chua 68 43 0 04 May 2023
MIGA: A Unified Multi-task Generation Framework for Conversational Text-to-SQL Yingwen Fu Wenjie Ou Zhou Yu Yue Lin 11 6 0 19 Dec 2022
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance Yang Deng Wenqiang Lei Wenxuan Zhang W. Lam Tat-Seng Chua 28 50 0 17 Oct 2022
OPERA: Harmonizing Task-Oriented Dialogs and Information Seeking Experience Miaoran Li Baolin Peng Jianfeng Gao Zhu Zhang 56 9 0 24 Jun 2022
Aspect Sentiment Quad Prediction as Paraphrase Generation Wenxuan Zhang Yang Deng Xin Li Yifei Yuan Lidong Bing W. Lam 214 182 0 02 Oct 2021
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System Yixuan Su Lei Shu Elman Mansimov Arshit Gupta Deng Cai Yi-An Lai Yi Zhang 148 192 0 29 Sep 2021
Paradigm Shift in Natural Language Processing Tianxiang Sun Xiangyang Liu Xipeng Qiu Xuanjing Huang 114 82 0 26 Sep 2021
CPT: A Pre-Trained Unbalanced Transformer for Both Chinese Language Understanding and Generation Yunfan Shao Zhichao Geng Yitao Liu Junqi Dai Hang Yan Fei Yang Li Zhe Hujun Bao Xipeng Qiu MedIm 59 145 0 13 Sep 2021
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
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,898 0 31 Dec 2020
Description Based Text Classification with Reinforcement Learning Duo Chai Wei Yu Wu Qinghong Han Fei Wu Jiwei Li VLM 99 66 0 08 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 2020
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 250 13,283 0 25 Aug 2014