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R$^2$ec: Towards Large Recommender Models with Reasoning
v1v2v3 (latest)

R2^22ec: Towards Large Recommender Models with Reasoning

22 May 2025
Runyang You
Chak Tou Leong
Xinyu Lin
Xin Zhang
Wenjie Wang
Wenjie Li
Liqiang Nie
    LRM
ArXiv (abs)PDFHTMLHuggingFace (2 upvotes)Github (25★)

Papers citing "R$^2$ec: Towards Large Recommender Models with Reasoning"

21 / 21 papers shown
MGFRec: Towards Reinforced Reasoning Recommendation with Multiple Groundings and Feedback
MGFRec: Towards Reinforced Reasoning Recommendation with Multiple Groundings and Feedback
Shihao Cai
Chongming Gao
Haoyan Liu
Wentao Shi
Jianshan Sun
Ruiming Tang
Fuli Feng
LRM
116
0
0
27 Oct 2025
Towards Context-aware Reasoning-enhanced Generative Searching in E-commerce
Towards Context-aware Reasoning-enhanced Generative Searching in E-commerce
Zhiding Liu
Ben Chen
Mingyue Cheng
Enchong Chen
Li Li
Chenyi Lei
Wenwu Ou
Han Li
Kun Gai
LRM
148
0
0
19 Oct 2025
Reinforced Latent Reasoning for LLM-based Recommendation
Reinforced Latent Reasoning for LLM-based Recommendation
Yang Zhang
Wenxin Xu
Xiaoyan Zhao
Wenjie Wang
Fuli Feng
Xiangnan He
Tat-Seng Chua
OffRLLRM
245
19
0
25 May 2025
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
Qidong Liu
Xiangyu Zhao
Yejing Wang
Zijian Zhang
Howard Zhong
Chong Chen
Xiaochen Li
Wei Huang
Feng Tian
AI4TS
380
16
0
25 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning
J. Lin
Tian Wang
Kun Qian
LRM
536
16
0
31 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Sara Szymkuć
Hansi Zeng
Zhenrui Yue
Jinsung Yoon
Sercan O. Arik
Dong Wang
Hamed Zamani
Jiawei Han
OffRLAI4TSLRMRALMReLMKELM
800
560
0
12 Mar 2025
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning
Tian Xie
Zitian Gao
Qingnan Ren
Haoming Luo
Yuqian Hong
Bryan Dai
Joey Zhou
Kai Qiu
Zhirong Wu
Chong Luo
ReLMOffRLLRM
354
161
0
21 Feb 2025
Test-Time Preference Optimization: On-the-Fly Alignment via Iterative Textual Feedback
Test-Time Preference Optimization: On-the-Fly Alignment via Iterative Textual Feedback
Yafu Li
Xuyang Hu
Xiaoye Qu
Linjie Li
Yu Cheng
319
33
0
22 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
DeepSeek-AI
Daya Guo
Dejian Yang
Haowei Zhang
Junxiao Song
...
Shiyu Wang
S. Yu
Shunfeng Zhou
Shuting Pan
S.S. Li
OffRLAI4TSLRMReLMVLM
1.2K
5,342
0
22 Jan 2025
End-to-end Training for Recommendation with Language-based User Profiles
End-to-end Training for Recommendation with Language-based User Profiles
Zhaolin Gao
Joyce Zhou
Yijia Dai
Thorsten Joachims
AI4Ed
401
11
0
24 Oct 2024
Inductive Generative Recommendation via Retrieval-based Speculation
Inductive Generative Recommendation via Retrieval-based Speculation
Yijie Ding
Jiacheng Li
Julian McAuley
Yupeng Hou
124
10
0
03 Oct 2024
Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation
  with Collaborative Information
Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information
Xinyu Zhang
Linmei Hu
Luhao Zhang
Dandan Song
Heyan Huang
Liqiang Nie
226
2
0
03 Sep 2024
Leveraging LLM Reasoning Enhances Personalized Recommender Systems
Leveraging LLM Reasoning Enhances Personalized Recommender Systems
Zhe Wang
Adam Kraft
Long Jin
Chenwei Cai
Anahita Hosseini
Yuhua Ru
Zemin Zhang
Lichan Hong
Ed H. Chi
Xinyang Yi
LRM
160
28
0
22 Jul 2024
LANE: Logic Alignment of Non-tuning Large Language Models and Online
  Recommendation Systems for Explainable Reason Generation
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation
Hongke Zhao
Songming Zheng
Likang Wu
Bowen Yu
Jing Wang
184
14
0
03 Jul 2024
On Softmax Direct Preference Optimization for Recommendation
On Softmax Direct Preference Optimization for Recommendation
Yuxin Chen
Junfei Tan
An Zhang
Zhengyi Yang
Leheng Sheng
Enzhi Zhang
Xiang Wang
Tat-Seng Chua
339
62
0
13 Jun 2024
Learnable Item Tokenization for Generative Recommendation
Learnable Item Tokenization for Generative RecommendationInternational Conference on Information and Knowledge Management (CIKM), 2024
Wenjie Wang
Honghui Bao
Xinyu Lin
J. Zhang
Yongqi Li
Fuli Feng
See-Kiong Ng
Tat-Seng Chua
280
91
0
12 May 2024
Can Small Language Models be Good Reasoners for Sequential
  Recommendation?
Can Small Language Models be Good Reasoners for Sequential Recommendation?
Yuling Wang
Changxin Tian
Binbin Hu
Yanhua Yu
Ziqi Liu
Qing Cui
Jun Zhou
Liang Pang
Xiao Wang
LRM
214
55
0
07 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open
  Language Models
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Zhihong Shao
Peiyi Wang
Qihao Zhu
Runxin Xu
Jun-Mei Song
...
Haowei Zhang
Mingchuan Zhang
Yiming Li
Yu-Huan Wu
Daya Guo
ReLMLRM
1.5K
3,768
0
05 Feb 2024
Could Small Language Models Serve as Recommenders? Towards Data-centric
  Cold-start Recommendations
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start RecommendationsThe Web Conference (WWW), 2023
Xuansheng Wu
Huachi Zhou
Yucheng Shi
Wenlin Yao
Xiao Shi Huang
Ninghao Liu
LRM
265
29
0
29 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward
  Model
Direct Preference Optimization: Your Language Model is Secretly a Reward ModelNeural Information Processing Systems (NeurIPS), 2023
Rafael Rafailov
Archit Sharma
E. Mitchell
Stefano Ermon
Christopher D. Manning
Chelsea Finn
ALM
851
6,697
0
29 May 2023
Session-based Recommendation with Graph Neural Networks
Session-based Recommendation with Graph Neural Networks
Shu Wu
Yuyuan Tang
Yanqiao Zhu
Liang Wang
Xing Xie
Tieniu Tan
GNN
349
1,753
0
01 Nov 2018
1