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Towards Deep Conversational Recommendations

Towards Deep Conversational Recommendations

18 December 2018
Raymond Li
Samira Ebrahimi Kahou
Hannes Schulz
Vincent Michalski
Laurent Charlin
C. Pal
ArXivPDFHTML

Papers citing "Towards Deep Conversational Recommendations"

48 / 48 papers shown
Title
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems
Yibiao Wei
Jie Zou
Weikang Guo
Guoqing Wang
Xing Xu
Yang Yang
50
1
0
15 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making
Cognitive Debiasing Large Language Models for Decision-Making
Yougang Lyu
Shijie Ren
Yue Feng
Zihan Wang
Z. Chen
Z. Z. Ren
Maarten de Rijke
36
0
0
05 Apr 2025
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action
Tongyoung Kim
Jeongeun Lee
Soojin Yoon
S. Kim
Dongha Lee
27
0
0
28 Mar 2025
LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in Dialogue
Sangyeop Kim
S. Park
Jaewon Jung
Jinseok Kim
Sungzoon Cho
45
0
0
06 Mar 2025
Vague Preference Policy Learning for Conversational Recommendation
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
A Survey on LLM-powered Agents for Recommender Systems
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
Reindex-Then-Adapt: Improving Large Language Models for Conversational
  Recommendation
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation
Zhankui He
Zhouhang Xie
Harald Steck
Dawen Liang
Rahul Jha
Nathan Kallus
Julian McAuley
26
6
0
20 May 2024
Injecting Salesperson's Dialogue Strategies in Large Language Models
  with Chain-of-Thought Reasoning
Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning
Wen-Yu Chang
Yun-Nung Chen
31
6
0
29 Apr 2024
Context Does Matter: Implications for Crowdsourced Evaluation Labels in
  Task-Oriented Dialogue Systems
Context Does Matter: Implications for Crowdsourced Evaluation Labels in Task-Oriented Dialogue Systems
Clemencia Siro
Mohammad Aliannejadi
Maarten de Rijke
27
3
0
15 Apr 2024
Evaluating Large Language Models as Generative User Simulators for
  Conversational Recommendation
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation
Se-eun Yoon
Zhankui He
J. Echterhoff
Julian McAuley
ELM
LLMAG
34
19
0
13 Mar 2024
Towards a Unified Conversational Recommendation System: Multi-task
  Learning via Contextualized Knowledge Distillation
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation
Yeongseo Jung
Eunseo Jung
Lei Chen
23
5
0
27 Oct 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset
  Collection for Conversational AI
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI
Jianguo Zhang
Kun Qian
Zhiwei Liu
Shelby Heinecke
Rui Meng
Ye Liu
Zhou Yu
Huan Wang
Silvio Savarese
Caiming Xiong
31
22
0
19 Jul 2023
AUGUST: an Automatic Generation Understudy for Synthesizing
  Conversational Recommendation Datasets
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets
Yu Lu
Junwei Bao
Zichen Ma
Xiaoguang Han
Youzheng Wu
Shuguang Cui
Xiaodong He
21
3
0
16 Jun 2023
Towards Explainable Conversational Recommender Systems
Towards Explainable Conversational Recommender Systems
Shuyu Guo
Shuo Zhang
Weiwei Sun
Pengjie Ren
Zhumin Chen
Z. Ren
LRM
13
13
0
27 May 2023
Schema-Guided User Satisfaction Modeling for Task-Oriented Dialogues
Schema-Guided User Satisfaction Modeling for Task-Oriented Dialogues
Yue Feng
Yunlong Jiao
Animesh Prasad
Nikolaos Aletras
Emine Yilmaz
G. Kazai
22
5
0
26 May 2023
Multimodal Recommendation Dialog with Subjective Preference: A New
  Challenge and Benchmark
Multimodal Recommendation Dialog with Subjective Preference: A New Challenge and Benchmark
Yuxing Long
Binyuan Hui
Caixia Yuan1
Fei Huang
Yongbin Li
Xiaojie Wang
19
4
0
26 May 2023
Conversational Recommendation as Retrieval: A Simple, Strong Baseline
Conversational Recommendation as Retrieval: A Simple, Strong Baseline
Raghav Gupta
Renat Aksitov
Samrat Phatale
Simral Chaudhary
Harrison Lee
Abhinav Rastogi
28
3
0
23 May 2023
Modeling User Satisfaction Dynamics in Dialogue via Hawkes Process
Modeling User Satisfaction Dynamics in Dialogue via Hawkes Process
Fanghua Ye
Zhiyuan Hu
Emine Yilmaz
11
6
0
21 May 2023
Leveraging Large Language Models in Conversational Recommender Systems
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
32
100
0
13 May 2023
Toward Connecting Speech Acts and Search Actions in Conversational
  Search Tasks
Toward Connecting Speech Acts and Search Actions in Conversational Search Tasks
Souvick Ghosh
Satanu Ghosh
C. Shah
25
2
0
08 May 2023
Transcending the "Male Code": Implicit Masculine Biases in NLP Contexts
Transcending the "Male Code": Implicit Masculine Biases in NLP Contexts
Katie Seaborn
Shruti Chandra
Thibault Fabre
21
11
0
22 Apr 2023
Variational Reasoning over Incomplete Knowledge Graphs for
  Conversational Recommendation
Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation
Xiaoyu Zhang
Xin Xin
Dongdong Li
Wenxuan Liu
Pengjie Ren
Zhumin Chen
Jun Ma
Z. Ren
21
33
0
22 Dec 2022
MIGA: A Unified Multi-task Generation Framework for Conversational
  Text-to-SQL
MIGA: A Unified Multi-task Generation Framework for Conversational Text-to-SQL
Yingwen Fu
Wenjie Ou
Zhou Yu
Yue Lin
19
6
0
19 Dec 2022
Mind the Knowledge Gap: A Survey of Knowledge-enhanced Dialogue Systems
Mind the Knowledge Gap: A Survey of Knowledge-enhanced Dialogue Systems
Sagi Shaier
Lawrence E Hunter
Katharina Kann
21
2
0
19 Dec 2022
Improving Conversational Recommender System via Contextual and
  Time-Aware Modeling with Less Domain-Specific Knowledge
Improving Conversational Recommender System via Contextual and Time-Aware Modeling with Less Domain-Specific Knowledge
Lingzhi Wang
Shafiq R. Joty
Wei Gao
Xingshan Zeng
Kam-Fai Wong
22
9
0
23 Sep 2022
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge
  Graph Completion
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion
Chen Chen
Yufei Wang
Bing Li
Kwok-Yan Lam
26
31
0
15 Sep 2022
Hierarchical Conversational Preference Elicitation with Bandit Feedback
Hierarchical Conversational Preference Elicitation with Bandit Feedback
Jinhang Zuo
Songwen Hu
Tong Yu
Shuai Li
Handong Zhao
Carlee Joe-Wong
32
10
0
06 Sep 2022
Comparison-based Conversational Recommender System with Relative Bandit
  Feedback
Comparison-based Conversational Recommender System with Relative Bandit Feedback
Zhihui Xie
Tong Yu
Canzhe Zhao
Shuai Li
17
39
0
21 Aug 2022
EGCR: Explanation Generation for Conversational Recommendation
EGCR: Explanation Generation for Conversational Recommendation
Bingbing Wen
Xiaoning Bu
Chirag Shah
14
2
0
17 Aug 2022
Towards Unified Conversational Recommender Systems via
  Knowledge-Enhanced Prompt Learning
Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning
Xiaolei Wang
Kun Zhou
Ji-Rong Wen
Wayne Xin Zhao
HAI
AI4TS
30
130
0
19 Jun 2022
A Unified Multi-task Learning Framework for Multi-goal Conversational
  Recommender Systems
A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems
Yang Deng
Wenxuan Zhang
Weiwen Xu
Wenqiang Lei
Tat-Seng Chua
W. Lam
LRM
32
60
0
14 Apr 2022
FORCE: A Framework of Rule-Based Conversational Recommender System
FORCE: A Framework of Rule-Based Conversational Recommender System
Jun Quan
Zengzi Wei
Q. Gan
Jingqi Yao
Jingyi Lu
...
Yongzhi Li
Huang Hu
Yi He
Yang Yang
Daxin Jiang
14
1
0
18 Mar 2022
Conversational Recommendation: A Grand AI Challenge
Conversational Recommendation: A Grand AI Challenge
Dietmar Jannach
L. Chen
18
18
0
17 Mar 2022
KuaiRec: A Fully-observed Dataset and Insights for Evaluating
  Recommender Systems
KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems
Chongming Gao
Shijun Li
Wenqiang Lei
Jiawei Chen
Biao Li
Peng Jiang
Xiangnan He
Jiaxin Mao
Tat-Seng Chua
24
130
0
22 Feb 2022
Knowledge-Grounded Dialogue Generation with a Unified Knowledge
  Representation
Knowledge-Grounded Dialogue Generation with a Unified Knowledge Representation
Yu Li
Baolin Peng
Yelong Shen
Yi Mao
Lars Liden
Zhou Yu
Jianfeng Gao
14
53
0
15 Dec 2021
Understanding and Improving the Exemplar-based Generation for
  Open-domain Conversation
Understanding and Improving the Exemplar-based Generation for Open-domain Conversation
Seungju Han
Beomsu Kim
Seokjun Seo
Enkhbayar Erdenee
Buru Chang
28
3
0
13 Dec 2021
Self-Supervised Bot Play for Conversational Recommendation with
  Justifications
Self-Supervised Bot Play for Conversational Recommendation with Justifications
Shuyang Li
Bodhisattwa Prasad Majumder
Julian McAuley
33
7
0
09 Dec 2021
RecInDial: A Unified Framework for Conversational Recommendation with
  Pretrained Language Models
RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models
Lingzhi Wang
Huang Hu
Lei Sha
Can Xu
Kam-Fai Wong
Daxin Jiang
21
18
0
14 Oct 2021
Knowledge Graph-enhanced Sampling for Conversational Recommender System
Knowledge Graph-enhanced Sampling for Conversational Recommender System
Mengyuan Zhao
Xiaowen Huang
Lixi Zhu
Jitao Sang
Jian Yu
19
3
0
13 Oct 2021
Recommender systems based on graph embedding techniques: A comprehensive
  review
Recommender systems based on graph embedding techniques: A comprehensive review
Yue Deng
32
22
0
20 Sep 2021
DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational
  Recommendation
DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation
Zeming Liu
Haifeng Wang
Zheng-Yu Niu
Hua-Hong Wu
Wanxiang Che
13
56
0
18 Sep 2021
RevCore: Review-augmented Conversational Recommendation
RevCore: Review-augmented Conversational Recommendation
Yu Lu
Junwei Bao
Yan Song
Zichen Ma
Shuguang Cui
Youzheng Wu
Xiaodong He
19
73
0
02 Jun 2021
Advances and Challenges in Conversational Recommender Systems: A Survey
Advances and Challenges in Conversational Recommender Systems: A Survey
Chongming Gao
Wenqiang Lei
Xiangnan He
Maarten de Rijke
Tat-Seng Chua
128
272
0
23 Jan 2021
CRSLab: An Open-Source Toolkit for Building Conversational Recommender
  System
CRSLab: An Open-Source Toolkit for Building Conversational Recommender System
Kun Zhou
Xiaolei Wang
Yuanhang Zhou
Chenzhang Shang
Yuan-Chia Cheng
Wayne Xin Zhao
Yaliang Li
Ji-Rong Wen
14
63
0
04 Jan 2021
Improving Conversational Recommender Systems via Knowledge Graph based
  Semantic Fusion
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion
Kun Zhou
Wayne Xin Zhao
Shuqing Bian
Yuanhang Zhou
Ji-Rong Wen
Jingsong Yu
28
314
0
08 Jul 2020
Deep Conversational Recommender Systems: A New Frontier for
  Goal-Oriented Dialogue Systems
Deep Conversational Recommender Systems: A New Frontier for Goal-Oriented Dialogue Systems
Dai Hoang Tran
Quan Z. Sheng
W. Zhang
S. Hamad
Munazza Zaib
Nguyen H. Tran
Lina Yao
N. Khoa
6
6
0
28 Apr 2020
A Survey on Conversational Recommender Systems
A Survey on Conversational Recommender Systems
Dietmar Jannach
A. Manzoor
Wanling Cai
Li Chen
13
403
0
01 Apr 2020
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation
Emily Dinan
Angela Fan
Adina Williams
Jack Urbanek
Douwe Kiela
Jason Weston
22
205
0
10 Nov 2019
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