Large Language Models for Information Retrieval: A Survey

14 August 2023

Huaying Yuan

Papers citing "Large Language Models for Information Retrieval: A Survey"

50 / 53 papers shown

Title
SymbioticRAG: Enhancing Document Intelligence Through Human-LLM Symbiotic Collaboration Qiang Sun Tingting Bi Sirui Li E. Holden Paul Duuring Kai Niu Wei Liu 17 0 0 05 May 2025
Multi-agents based User Values Mining for Recommendation L. Chen Wei Yuan Tong Chen Xiangyu Zhao Nguyen Quoc Viet Hung Hongzhi Yin OffRL 30 0 0 02 May 2025
LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures Francisco Aguilera-Martínez Fernando Berzal PILM 45 0 0 02 May 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 35 0 0 15 Apr 2025
Alleviating LLM-based Generative Retrieval Hallucination in Alipay Search Yedan Shen Kaixin Wu Yuechen Ding Jingyuan Wen Hong Liu Mingjie Zhong Zhouhan Lin Jia Xu Linjian Mo RALM 63 0 0 27 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Y. Li LM&Ro LM&MA 65 0 0 07 Mar 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 142 1 0 18 Feb 2025
RankFlow: A Multi-Role Collaborative Reranking Workflow Utilizing Large Language Models Can Jin Hongwu Peng Anxiang Zhang Nuo Chen Jiahui Zhao ... K. Li Shuya Feng Kai Zhong Caiwen Ding Dimitris N. Metaxas 99 2 0 02 Feb 2025
TAD-Bench: A Comprehensive Benchmark for Embedding-Based Text Anomaly Detection Yang Cao Sikun Yang Chen Li Haolong Xiang Lianyong Qi Bo Liu Rongsheng Li Ming Liu 42 0 0 21 Jan 2025
Large Language Models, Knowledge Graphs and Search Engines: A Crossroads for Answering Users' Questions Aidan Hogan Xin Luna Dong Denny Vrandečić Gerhard Weikum 31 1 0 12 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Z. Ren RALM ALM ELM LRM LM&MA 47 273 0 31 Dec 2024
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 86 6 0 22 Dec 2024
CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search Kaixin Wu Yixin Ji Z. Chen Qiang Wang Cunxiang Wang ... Jia Xu Zhongyi Liu Jinjie Gu Yuan Zhou Linjian Mo KELM CLL 85 0 0 02 Dec 2024
Sequential Large Language Model-Based Hyper-parameter Optimization Kanan Mahammadli Seyda Ertekin 30 4 0 27 Oct 2024
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval Yu Xia Junda Wu Sungchul Kim Tong Yu Ryan A. Rossi Haoliang Wang Julian McAuley 18 3 0 17 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 34 1 0 02 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
SelfDefend: LLMs Can Defend Themselves against Jailbreaking in a Practical Manner Xunguang Wang Daoyuan Wu Zhenlan Ji Zongjie Li Pingchuan Ma Shuai Wang Yingjiu Li Yang Liu Ning Liu Juergen Rahmel AAML 46 6 0 08 Jun 2024
PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance Prediction Eduard Poesina Adriana Valentina Costache Adrian-Gabriel Chifu Josiane Mothe Radu Tudor Ionescu VLM 23 1 0 07 Jun 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 40 36 0 23 Apr 2024
How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments Jen-tse Huang E. Li Man Ho Lam Tian Liang Wenxuan Wang Youliang Yuan Wenxiang Jiao Xing Wang Zhaopeng Tu Michael R. Lyu ELM LLMAG 74 32 0 18 Mar 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 29 7 0 29 Feb 2024
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 23 20 0 02 Feb 2024
Making Large Language Models A Better Foundation For Dense Retrieval Chaofan Li Zheng Liu Shitao Xiao Yingxia Shao RALM 30 31 0 24 Dec 2023
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science Sai Munikoti Anurag Acharya S. Wagle Sameera Horawalavithana RALM 35 5 0 21 Nov 2023
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models W. Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 48 101 0 15 Nov 2023
Crosslingual Retrieval Augmented In-context Learning for Bangla Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 37 7 0 01 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 135 600 0 17 Oct 2023
Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting Fanghua Ye Meng Fang Shenghui Li Emine Yilmaz KELM 31 26 0 15 Oct 2023
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models Boyu Zhang Hongyang Yang Tianyu Zhou Muhammad Ali Babar Xiao-Yang Liu AIFin 45 41 0 06 Oct 2023
Discrete Prompt Optimization via Constrained Generation for Zero-shot Re-ranker Sukmin Cho Soyeong Jeong Jeongyeon Seo Jong C. Park OffRL 37 23 0 23 May 2023
Large Language Models are Built-in Autoregressive Search Engines Noah Ziems W. Yu Zhihan Zhang Meng-Long Jiang KELM 47 26 0 16 May 2023
Zero-Shot Listwise Document Reranking with a Large Language Model Xueguang Ma Xinyu Crystina Zhang Ronak Pradeep Jimmy J. Lin 57 48 0 03 May 2023
Large Language Models are Strong Zero-Shot Retriever Tao Shen Guodong Long Xiubo Geng Chongyang Tao Tianyi Zhou Daxin Jiang RALM KELM 24 23 0 27 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 204 1,701 0 07 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 154 576 0 06 Apr 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 145 386 0 15 Mar 2023
Query2doc: Query Expansion with Large Language Models Liang Wang Nan Yang Furu Wei 81 96 0 14 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 130 151 0 31 Dec 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 237 840 0 05 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 205 318 0 21 Sep 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 213 204 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
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 313 8,261 0 28 Jan 2022
Text and Code Embeddings by Contrastive Pre-Training Arvind Neelakantan Tao Xu Raul Puri Alec Radford Jesse Michael Han ... Tabarak Khan Toki Sherbakov Joanne Jang Peter Welinder Lilian Weng SSL AI4TS 201 412 0 24 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 720 0 17 Apr 2021
The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained Sequence-to-Sequence Models Ronak Pradeep Rodrigo Nogueira Jimmy J. Lin MoE 51 163 0 14 Jan 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 195 516 0 16 Oct 2020