Can Small Language Models be Good Reasoners for Sequential
Recommendation?

Can Small Language Models be Good Reasoners for Sequential Recommendation?

7 March 2024

Liang Pang

Papers citing "Can Small Language Models be Good Reasoners for Sequential Recommendation?"

16 / 16 papers shown

Title
SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation Quang P.M. Pham Khoi T.N. Nguyen Nhi H. Doan Cuong Pham Kentaro Inui Dezhen Song 54 0 0 01 May 2025
Does Knowledge Distillation Matter for Large Language Model based Bundle Generation? Kaidong Feng Zhu Sun Jie Yang Hui Fang Xinghua Qu W. Liu 33 0 0 24 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 17 0 0 23 Apr 2025
MSL: Not All Tokens Are What You Need for Tuning LLM as a Recommender Bohao Wang Feng Liu Jiawei Chen Xingyu Lou Changwang Zhang Jun Wang Yuegang Sun Yan Feng C. L. P. Chen C. Wang 24 1 0 05 Apr 2025
Adaptive political surveys and GPT-4: Tackling the cold start problem with simulated user interactions Fynn Bachmann Daan van der Weijden Lucien Heitz Cristina Sarasua Abraham Bernstein SyDa 60 0 0 12 Mar 2025
Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation Ziqiang Cui Yunpeng Weng Xing Tang Xiaokun Zhang Dugang Liu ... Peiyang Liu Bowei He Weihong Luo Xiuqiang He Chen Ma AI4TS 70 0 0 06 Mar 2025
Large Language Model Enhanced Recommender Systems: A Survey Q. Liu Xiangyu Zhao Yuhao Wang Y. Wang Zijian Zhang ... Maolin Wang Pengyue Jia Chong Chen Wei Huang Feng Tian OffRL 71 0 0 18 Dec 2024
Balancing Efficiency and Effectiveness: An LLM-Infused Approach for Optimized CTR Prediction Guoxiao Zhang Yi Wei Yadong Zhang Huajian Feng Qiang Liu 68 0 0 09 Dec 2024
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 71 1 0 22 Nov 2024
Token-level Proximal Policy Optimization for Query Generation Yichen Ouyang Lu Wang Fangkai Yang Pu Zhao Chenghua Huang ... Saravan Rajmohan Weiwei Deng Dongmei Zhang Feng Sun Qi Zhang OffRL 41 0 0 01 Nov 2024
Efficient Inference for Large Language Model-based Generative Recommendation Xinyu Lin Chaoqun Yang Wenjie Wang Yongqi Li Cunxiao Du Fuli Feng See-Kiong Ng Tat-Seng Chua 56 4 0 07 Oct 2024
Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding Yunjia Xi Hangyu Wang Bo Chen Jianghao Lin Menghui Zhu W. Liu Ruiming Tang Zhewei Wei W. Zhang Yong Yu OffRL 78 4 0 11 Aug 2024
SPAR: Personalized Content-Based Recommendation via Long Engagement Attention Chiyu Zhang Yifei Sun Jun Chen Jie Lei Muhammad Abdul-Mageed Sinong Wang Rong Jin Sem Park Ning Yao Bo Long RALM VLM 20 3 0 16 Feb 2024
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 23 358 0 31 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 198 283 0 03 May 2023
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 315 8,261 0 28 Jan 2022