LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach

26 May 2025

Papers citing "LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach"

21 / 21 papers shown

Title
Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG Gabriel de Souza P. Moreira Ronay Ak Benedikt Schifferer Mengyao Xu Radek Osmulski Even Oldridge 34 5 0 12 Sep 2024
NV-Retriever: Improving text embedding models with effective hard-negative mining Gabriel de Souza P. Moreira Radek Osmulski Mengyao Xu Ronay Ak Benedikt Schifferer Even Oldridge RALM 81 40 0 22 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang Mohammad Shoeybi Bryan Catanzaro ALM RALM 72 64 0 02 Jul 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 58 26 0 11 Mar 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
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
Representation Learning with Large Language Models for Recommendation Xubin Ren Wei Wei Lianghao Xia Lixin Su Suqi Cheng Junfeng Wang Dawei Yin Chao Huang 110 164 0 24 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 66 154 0 06 Oct 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 64 90 0 22 Aug 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 74 1,521 0 06 Jul 2023
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 106 379 0 31 May 2023
A Survey on In-context Learning Qingxiu Dong Lei Li Damai Dai Ce Zheng Jingyuan Ma ... Zhiyong Wu Baobao Chang Xu Sun Lei Li Zhifang Sui ReLM AIMat 62 498 0 31 Dec 2022
CORE: Simple and Effective Session-based Recommendation within Consistent Representation Space Yupeng Hou Binbin Hu Qing Cui Wayne Xin Zhao 62 97 0 23 Apr 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 235 10,099 0 17 Jun 2021
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 252 18,607 0 13 Feb 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 130 3,586 0 06 Feb 2020
Deep Interest Evolution Network for Click-Through Rate Prediction Guorui Zhou Na Mou Ying Fan Qi Pi Weijie Bian Chang Zhou Xiaoqiang Zhu Kun Gai 53 1,056 0 11 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 105 2,390 0 20 Aug 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 229 10,152 0 10 Jul 2018
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 52 2,055 0 21 Nov 2015
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 104 5,696 0 09 May 2012