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Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System
25 March 2023
Yunfan Gao
Tao Sheng
Youlin Xiang
Yun Xiong
Haofen Wang
Jiawei Zhang
RALM
KELM
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Papers citing
"Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System"
50 / 100 papers shown
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Zezhong Fan
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Designing an Interpretable Interface for Contextual Bandits
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Pre-trained Language Model and Knowledge Distillation for Lightweight Sequential Recommendation
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Negative Sampling in Recommendation: A Survey and Future Directions
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Language agents achieve superhuman synthesis of scientific knowledge
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Sam Cox
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James D. Braza
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Manvitha Ponnapati
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449
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Large Language Model Driven Recommendation
Anton Korikov
Scott Sanner
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Zhankui He
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322
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Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2024
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Bo Chen
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Menghui Zhu
Wen Liu
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Yong Yu
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408
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11 Aug 2024
MMREC: LLM Based Multi-Modal Recommender System
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Jinman Zhao
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Zhicheng Ding
347
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Advancements in Recommender Systems: A Comprehensive Analysis Based on Data, Algorithms, and Evaluation
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256
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312
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05 Jul 2024
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework
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Lun Wang
Yunhan Bu
Tianwei Huang
180
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TokenRec: Learning to Tokenize ID for LLM-based Generative Recommendation
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2024
Haohao Qu
Wenqi Fan
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Qing Li
320
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15 Jun 2024
On Softmax Direct Preference Optimization for Recommendation
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Junfei Tan
An Zhang
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Tat-Seng Chua
352
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Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations
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Thien Hang Nguyen
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355
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30 May 2024
Large Language Models meet Collaborative Filtering: An Efficient All-round LLM-based Recommender System
Sein Kim
Hongseok Kang
Seungyoon Choi
Donghyun Kim
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Chanyoung Park
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301
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RecGPT: Generative Personalized Prompts for Sequential Recommendation via ChatGPT Training Paradigm
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Wenhui Yu
Erhan Zhang
Xu Chen
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260
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Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation
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Haoyan Chua
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242
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25 Mar 2024
Aligning Large Language Models for Controllable Recommendations
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Wensheng Lu
Jianxun Lian
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Hao Liao
Xing Xie
ALM
281
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A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems
Zihao Yi
Jiarui Ouyang
Yuwen Liu
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Haohao Luo
Ying Shen
LRM
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407
153
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28 Feb 2024
Integrating Large Language Models with Graphical Session-Based Recommendation
Naicheng Guo
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217
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26 Feb 2024
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations
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Liang Wu
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299
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Artun Boz
Wouter Zorgdrager
Zoe Kotti
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Vassilios Karakoidas
Marios Fragkoulis
KELM
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435
17
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Theophilus Aidoo
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307
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194
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Qian Zhu
Shishi Xiao
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281
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Nan Li
Yu Gu
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266
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CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation
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Yang Zhang
Fuli Feng
Jizhi Zhang
Keqin Bao
Qifan Wang
Xiangnan He
337
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30 Oct 2023
Embedding in Recommender Systems: A Survey
Maolin Wang
Xinjian Zhao
Xinjian Zhao
Jiansheng Li
Shucheng Zhou
...
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D. Yin
Qing Li
Ruocheng Guo
Xiangyu Zhao
AI4TS
365
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Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hongru Wang
Minda Hu
Yang Deng
Rui Wang
Fei Mi
Weichao Wang
Yasheng Wang
Wai-Chung Kwan
Irwin King
Kam-Fai Wong
RALM
272
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13 Oct 2023
MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
International Conference on Learning Representations (ICLR), 2023
Yue Huang
Jiawen Shi
Yuan Li
Chenrui Fan
Siyuan Wu
...
Yixin Liu
Pan Zhou
Yao Wan
Neil Zhenqiang Gong
Lichao Sun
LLMAG
533
151
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04 Oct 2023
Evaluating ChatGPT as a Recommender System: A Rigorous Approach
Dario Di Palma
Giovanni Maria Biancofiore
Vito Walter Anelli
Fedelucio Narducci
Tommaso Di Noia
E. Sciascio
ALM
356
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07 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
Xu Huang
Jianxun Lian
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320
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31 Aug 2023
LLMRec: Benchmarking Large Language Models on Recommendation Task
Junling Liu
Chao-Hong Liu
Peilin Zhou
Qichen Ye
Dading Chong
...
Yueqi Xie
Dongyuan Li
Shoujin Wang
Chenyu You
Philip S.Yu
ALM
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162
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23 Aug 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation
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Jianghao Lin
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Kounianhua Du
Bo Chen
Shigang Quan
Ruiming Tang
Yong Yu
Weinan Zhang
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A Large Language Model Enhanced Conversational Recommender System
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Fei Sun
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When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities
World wide web (Bussum) (WWWB), 2023
Jin Chen
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Qi Liu
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Xiaolong Chen
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264
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230
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Recommender Systems in the Era of Large Language Models (LLMs)
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Zihuai Zhao
Wenqi Fan
Jiatong Li
Yunqing Liu
Xiaowei Mei
...
Zhen Wen
Fei Wang
Xiangyu Zhao
Shucheng Zhou
Qing Li
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650
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05 Jul 2023
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start Recommendations
The Web Conference (WWW), 2023
Xuansheng Wu
Huachi Zhou
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Wenlin Yao
Xiao Shi Huang
Ninghao Liu
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297
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29 Jun 2023
Recent Developments in Recommender Systems: A Survey
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Kangbo Liu
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Challenges and Remedies to Privacy and Security in AIGC: Exploring the Potential of Privacy Computing, Blockchain, and Beyond
Chuan Chen
Zhenpeng Wu
Yan-Hao Lai
Wen-chao Ou
Tianchi Liao
Zibin Zheng
433
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01 Jun 2023
Aligning Language Models to User Opinions
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
EunJeong Hwang
Bodhisattwa Prasad Majumder
Niket Tandon
366
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24 May 2023
Is ChatGPT Fair for Recommendation? Evaluating Fairness in Large Language Model Recommendation
ACM Conference on Recommender Systems (RecSys), 2023
Jizhi Zhang
Keqin Bao
Yang Zhang
Wenjie Wang
Fuli Feng
Xiangnan He
LRM
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407
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12 May 2023
When Giant Language Brains Just Aren't Enough! Domain Pizzazz with Knowledge Sparkle Dust
Minh Le Nguyen
Duy-Hung Nguyen
Shahab Sabahi
Hung Le
Jeffrey Yang
Hajime Hotta
261
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Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction
Wang-Cheng Kang
Jianmo Ni
Nikhil Mehta
M. Sathiamoorthy
Lichan Hong
Ed H. Chi
D. Cheng
210
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Read, Diagnose and Chat: Towards Explainable and Interactive LLMs-Augmented Depression Detection in Social Media
Wei Qin
Zetong Chen
Lei Wang
Yunshi Lan
Wei Ren
Richang Hong
AI4MH
233
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Augmented Large Language Models with Parametric Knowledge Guiding
Ziyang Luo
Can Xu
Lu Wang
Xiubo Geng
Chongyang Tao
Jing Ma
Qingwei Lin
Daxin Jiang
KELM
RALM
320
57
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08 May 2023
Talk the Walk: Synthetic Data Generation for Conversational Music Recommendation
Megan Leszczynski
Shu Zhen Zhang
Ravi Ganti
K. Balog
Filip Radlinski
Fernando Pereira
Arun Tejasvi Chaganty
401
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27 Jan 2023
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