Large Language Models for Information Retrieval: A Survey

14 August 2023

Huaying Yuan

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

27 / 77 papers shown

Title
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 159 631 0 17 Oct 2023
Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting Fanghua Ye Meng Fang Shenghui Li Emine Yilmaz KELM 54 44 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 56 104 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 57 23 0 23 May 2023
Large Language Models are Built-in Autoregressive Search Engines Noah Ziems W. Yu Zhihan Zhang Meng-Long Jiang KELM 62 40 0 16 May 2023
Zero-Shot Listwise Document Reranking with a Large Language Model Xueguang Ma Xinyu Crystina Zhang Ronak Pradeep Jimmy J. Lin 65 50 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 42 34 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 232 1,742 0 07 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 159 579 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 152 391 0 15 Mar 2023
Query2doc: Query Expansion with Large Language Models Liang Wang Nan Yang Furu Wei 88 99 0 14 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 141 157 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 250 1,073 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 226 321 0 21 Sep 2022
A Survey on Open Information Extraction from Rule-based Model to Large Language Model Pai Liu Wenya Gao Wenjie Dong Lin Ai Wen Dong Songfang Huang Zongsheng Li Ehsan Hoque Julia Hirschberg Yue Zhang 34 2 0 18 Aug 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 240 257 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 313 11,953 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 358 8,495 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 218 422 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 213 1,657 0 15 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 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 231 966 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 59 166 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 214 593 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 219 610 0 13 Oct 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,450 0 18 Mar 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 237 4,469 0 23 Jan 2020