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Leveraging Large Language Models in Conversational Recommender Systems

Leveraging Large Language Models in Conversational Recommender Systems

13 May 2023
Luke Friedman
Sameer Ahuja
David Allen
Zhenning Tan
Hakim Sidahmed
Changbo Long
Jun Xie
Gabriel Schubiner
Ajay Patel
Harsh Lara
Brian Chu
Zexiang Chen
Manoj Kumar Tiwari
ArXivPDFHTML

Papers citing "Leveraging Large Language Models in Conversational Recommender Systems"

47 / 47 papers shown
Title
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
Yu Shang
Peijie Liu
Yuwei Yan
Zijing Wu
Leheng Sheng
...
An Zhang
Fengli Xu
Yu Wang
M. Zhang
Yong Li
LLMAG
69
1
0
26 May 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models
Tong Zhang
65
0
0
06 Apr 2025
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation
Hyunsik Jeon
Satoshi Koide
Yu Wang
Zhankui He
Julian McAuley
VLM
129
0
0
30 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning
Process-Supervised LLM Recommenders via Flow-guided Tuning
Chongming Gao
Mengyao Gao
Chenxiao Fan
Shuai Yuan
Wentao Shi
Xiangnan He
105
4
0
10 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
92
1
0
24 Feb 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis
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
138
17
0
17 Jan 2025
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset
Khaoula Chehbouni
Jonathan Colaço-Carr
Yash More
Jackie CK Cheung
G. Farnadi
130
1
0
12 Nov 2024
Large Language Model Driven Recommendation
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
71
0
0
20 Aug 2024
Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation
Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation
Dongjin Kang
Sunghwan Kim
Taeyoon Kwon
Seungjun Moon
Hyunsouk Cho
Youngjae Yu
Dongha Lee
Jinyoung Yeo
90
19
0
20 Feb 2024
ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions
ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions
Jeongeon Park
Bryan Min
Xiaojuan Ma
Juho Kim
Xiaojuan Ma
Juho Kim
99
17
0
02 Oct 2023
Large Language Models Can Self-Improve
Large Language Models Can Self-Improve
Jiaxin Huang
S. Gu
Le Hou
Yuexin Wu
Xuezhi Wang
Hongkun Yu
Jiawei Han
ReLM
AI4MH
LRM
156
608
0
20 Oct 2022
LAD: Language Models as Data for Zero-Shot Dialog
LAD: Language Models as Data for Zero-Shot Dialog
Shikib Mehri
Yasemin Altun
M. Eskénazi
54
26
0
28 Jul 2022
Emergent Abilities of Large Language Models
Emergent Abilities of Large Language Models
Jason W. Wei
Yi Tay
Rishi Bommasani
Colin Raffel
Barret Zoph
...
Tatsunori Hashimoto
Oriol Vinyals
Percy Liang
J. Dean
W. Fedus
ELM
ReLM
LRM
267
2,468
0
15 Jun 2022
Dialog Inpainting: Turning Documents into Dialogs
Dialog Inpainting: Turning Documents into Dialogs
Zhuyun Dai
Arun Tejasvi Chaganty
Vincent Zhao
Aida Amini
Q. Rashid
Mike Green
Kelvin Guu
50
67
0
18 May 2022
PaLM: Scaling Language Modeling with Pathways
PaLM: Scaling Language Modeling with Pathways
Aakanksha Chowdhery
Sharan Narang
Jacob Devlin
Maarten Bosma
Gaurav Mishra
...
Kathy Meier-Hellstern
Douglas Eck
J. Dean
Slav Petrov
Noah Fiedel
PILM
LRM
446
6,222
0
05 Apr 2022
Conversational Recommendation: A Grand AI Challenge
Conversational Recommendation: A Grand AI Challenge
Dietmar Jannach
Lixing Chen
43
20
0
17 Mar 2022
Generative Adversarial Networks
Generative Adversarial Networks
Gilad Cohen
Raja Giryes
GAN
253
30,108
0
01 Mar 2022
Transformer Memory as a Differentiable Search Index
Transformer Memory as a Differentiable Search Index
Yi Tay
Vinh Q. Tran
Mostafa Dehghani
Jianmo Ni
Dara Bahri
...
Zhe Zhao
Jai Gupta
Tal Schuster
William W. Cohen
Donald Metzler
70
283
0
14 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Jason W. Wei
Xuezhi Wang
Dale Schuurmans
Maarten Bosma
Brian Ichter
F. Xia
Ed H. Chi
Quoc Le
Denny Zhou
LM&Ro
LRM
AI4CE
ReLM
760
9,330
0
28 Jan 2022
Conversational Information Seeking
Conversational Information Seeking
Hamed Zamani
Johanne R. Trippas
Jeffrey Stephen Dalton
Filip Radlinski
38
93
0
21 Jan 2022
LaMDA: Language Models for Dialog Applications
LaMDA: Language Models for Dialog Applications
R. Thoppilan
Daniel De Freitas
Jamie Hall
Noam M. Shazeer
Apoorv Kulshreshtha
...
Blaise Aguera-Arcas
Claire Cui
M. Croak
Ed H. Chi
Quoc Le
ALM
126
1,593
0
20 Jan 2022
Large Dual Encoders Are Generalizable Retrievers
Large Dual Encoders Are Generalizable Retrievers
Jianmo Ni
Chen Qu
Jing Lu
Zhuyun Dai
Gustavo Hernández Ábrego
...
Vincent Zhao
Yi Luan
Keith B. Hall
Ming-Wei Chang
Yinfei Yang
DML
158
451
0
15 Dec 2021
Improving language models by retrieving from trillions of tokens
Improving language models by retrieving from trillions of tokens
Sebastian Borgeaud
A. Mensch
Jordan Hoffmann
Trevor Cai
Eliza Rutherford
...
Simon Osindero
Karen Simonyan
Jack W. Rae
Erich Elsen
Laurent Sifre
KELM
RALM
235
1,084
0
08 Dec 2021
Ethical and social risks of harm from Language Models
Ethical and social risks of harm from Language Models
Laura Weidinger
John F. J. Mellor
Maribeth Rauh
Conor Griffin
J. Uesato
...
Lisa Anne Hendricks
William S. Isaac
Sean Legassick
G. Irving
Iason Gabriel
PILM
97
1,030
0
08 Dec 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer
Tu Vu
Brian Lester
Noah Constant
Rami Al-Rfou
Daniel Cer
VLM
LRM
190
286
0
15 Oct 2021
Beyond Goldfish Memory: Long-Term Open-Domain Conversation
Beyond Goldfish Memory: Long-Term Open-Domain Conversation
Jing Xu
Arthur Szlam
Jason Weston
RALM
58
250
0
15 Jul 2021
Learning to Ask Appropriate Questions in Conversational Recommendation
Learning to Ask Appropriate Questions in Conversational Recommendation
Xuhui Ren
Hongzhi Yin
Tong Chen
Hao Wang
Zi Huang
Kai Zheng
45
67
0
11 May 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation
Kang Min Yoo
Dongju Park
Jaewook Kang
Sang-Woo Lee
Woomyeong Park
87
240
0
18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning
The Power of Scale for Parameter-Efficient Prompt Tuning
Brian Lester
Rami Al-Rfou
Noah Constant
VPVLM
528
4,032
0
18 Apr 2021
Retrieval Augmentation Reduces Hallucination in Conversation
Retrieval Augmentation Reduces Hallucination in Conversation
Kurt Shuster
Spencer Poff
Moya Chen
Douwe Kiela
Jason Weston
HILM
88
731
0
15 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic
  Aware Sampling
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling
Sebastian Hofstatter
Sheng-Chieh Lin
Jheng-Hong Yang
Jimmy J. Lin
Allan Hanbury
VLM
70
400
0
14 Apr 2021
The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained
  Sequence-to-Sequence Models
The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained Sequence-to-Sequence Models
Ronak Pradeep
Rodrigo Nogueira
Jimmy J. Lin
MoE
80
172
0
14 Jan 2021
TicketTalk: Toward human-level performance with end-to-end,
  transaction-based dialog systems
TicketTalk: Toward human-level performance with end-to-end, transaction-based dialog systems
Bill Byrne
Karthikeyan K
Saravanan Ganesh
Mihir Kale
42
24
0
23 Dec 2020
Towards Topic-Guided Conversational Recommender System
Towards Topic-Guided Conversational Recommender System
Kun Zhou
Yuanhang Zhou
Wayne Xin Zhao
Xiaoke Wang
Ji-Rong Wen
55
202
0
08 Oct 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense
  Text Retrieval
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
Lee Xiong
Chenyan Xiong
Ye Li
Kwok-Fung Tang
Jialin Liu
Paul N. Bennett
Junaid Ahmed
Arnold Overwijk
107
1,222
0
01 Jul 2020
A Survey on Conversational Recommender Systems
A Survey on Conversational Recommender Systems
Dietmar Jannach
A. Manzoor
Wanling Cai
Li Chen
43
413
0
01 Apr 2020
Training Question Answering Models From Synthetic Data
Training Question Answering Models From Synthetic Data
Raul Puri
Ryan Spring
M. Patwary
Mohammad Shoeybi
Bryan Catanzaro
ELM
72
159
0
22 Feb 2020
ConveRT: Efficient and Accurate Conversational Representations from
  Transformers
ConveRT: Efficient and Accurate Conversational Representations from Transformers
Matthew Henderson
I. Casanueva
Nikola Mrkvsić
Pei-hao Su
Tsung-Hsien
Ivan Vulić
73
198
0
09 Nov 2019
RecSim: A Configurable Simulation Platform for Recommender Systems
RecSim: A Configurable Simulation Platform for Recommender Systems
Eugene Ie
Chih-Wei Hsu
Martin Mladenov
Vihan Jain
Sanmit Narvekar
Jing Wang
Rui Wu
Craig Boutilier
98
181
0
11 Sep 2019
Towards Knowledge-Based Recommender Dialog System
Towards Knowledge-Based Recommender Dialog System
Qibin Chen
Junyang Lin
Yichang Zhang
Ming Ding
Yukuo Cen
Hongxia Yang
Jie Tang
51
239
0
15 Aug 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning
Explain Yourself! Leveraging Language Models for Commonsense Reasoning
Nazneen Rajani
Bryan McCann
Caiming Xiong
R. Socher
ReLM
LRM
74
565
0
06 Jun 2019
Towards Deep Conversational Recommendations
Towards Deep Conversational Recommendations
Raymond Li
Samira Ebrahimi Kahou
Hannes Schulz
Vincent Michalski
Laurent Charlin
C. Pal
55
371
0
18 Dec 2018
Personalizing Dialogue Agents: I have a dog, do you have pets too?
Personalizing Dialogue Agents: I have a dog, do you have pets too?
Saizheng Zhang
Emily Dinan
Jack Urbanek
Arthur Szlam
Douwe Kiela
Jason Weston
96
1,456
0
22 Jan 2018
Interpretability Beyond Feature Attribution: Quantitative Testing with
  Concept Activation Vectors (TCAV)
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)
Been Kim
Martin Wattenberg
Justin Gilmer
Carrie J. Cai
James Wexler
F. Viégas
Rory Sayres
FAtt
211
1,838
0
30 Nov 2017
Neural Turing Machines
Neural Turing Machines
Alex Graves
Greg Wayne
Ivo Danihelka
97
2,327
0
20 Oct 2014
Memory Networks
Memory Networks
Jason Weston
S. Chopra
Antoine Bordes
GNN
KELM
145
1,705
0
15 Oct 2014
Efficient Estimation of Word Representations in Vector Space
Efficient Estimation of Word Representations in Vector Space
Tomas Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
650
31,490
0
16 Jan 2013
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