$$\text{R}^2\text{ec}$: Towards Large Recommender Models with Reasoning$

$\text{R}^2\text{ec}$ : Towards Large Recommender Models with Reasoning

22 May 2025

Papers citing "$\text{R}^2\text{ec}$: Towards Large Recommender Models with Reasoning"

16 / 16 papers shown

Title
Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation Qidong Liu Xiangyu Zhao Yejing Wang Zijian Zhang Howard Zhong Chong Chen Xiaochen Li Wei Huang Feng Tian AI4TS 82 1 0 25 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 85 5 0 31 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 123 77 0 12 Mar 2025
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 ReLM OffRL LRM 117 55 0 21 Feb 2025
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 ReLM VLM OffRL AI4TS LRM 218 1,503 0 22 Jan 2025
Test-Time Preference Optimization: On-the-Fly Alignment via Iterative Textual Feedback Yafu Li Xuyang Hu Xiaoye Qu Linjie Li Yu Cheng 75 5 0 22 Jan 2025
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 91 3 0 24 Oct 2024
Laser: Parameter-Efficient LLM Bi-Tuning for Sequential Recommendation with Collaborative Information Xinyu Zhang Linmei Hu Luhao Zhang Dandan Song Heyan Huang Liqiang Nie 83 1 0 03 Sep 2024
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 44 11 0 22 Jul 2024
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 60 5 0 03 Jul 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 60 27 0 13 Jun 2024
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 66 30 0 07 Mar 2024
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 ReLM LRM 77 953 0 05 Feb 2024
Could Small Language Models Serve as Recommenders? Towards Data-centric Cold-start Recommendations Xuansheng Wu Huachi Zhou Yucheng Shi Wenlin Yao Xiao Shi Huang Ninghao Liu LRM 68 10 0 29 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 276 3,712 0 29 May 2023
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 54 1,549 0 01 Nov 2018