Task-aware Retrieval with Instructions

16 November 2022

Patrick Lewis

Papers citing "Task-aware Retrieval with Instructions"

30 / 80 papers shown

Title
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 281 0 14 Aug 2023
Towards General Text Embeddings with Multi-stage Contrastive Learning Zehan Li Xin Zhang Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang 44 333 0 07 Aug 2023
Dense Retrieval Adaptation using Target Domain Description Helia Hashemi Yong Zhuang Sachith Sri Ram Kothur Srivas Prasad Edgar Meij W. Bruce Croft VLM 8 9 0 06 Jul 2023
Improving Multitask Retrieval by Promoting Task Specialization Wenzheng Zhang Chenyan Xiong K. Stratos Arnold Overwijk LRM 11 2 0 01 Jul 2023
Large Language Models are Effective Text Rankers with Pairwise Ranking Prompting Zhen Qin R. Jagerman Kai Hui Honglei Zhuang Junru Wu ... Tianqi Liu Jialu Liu Donald Metzler Xuanhui Wang Michael Bendersky ALM RALM 42 215 0 30 Jun 2023
MIMIC-IT: Multi-Modal In-Context Instruction Tuning Bo-wen Li Yuanhan Zhang Liangyu Chen Jinghao Wang Fanyi Pu Jingkang Yang C. Li Ziwei Liu MLLM VLM 24 224 0 08 Jun 2023
LRVS-Fashion: Extending Visual Search with Referring Instructions Simon Lepage Jérémie Mary David Picard 18 1 0 05 Jun 2023
Prompt-Guided Retrieval Augmentation for Non-Knowledge-Intensive Tasks Zhicheng Guo Sijie Cheng Yile Wang Peng Li Yang Liu RALM 14 17 0 28 May 2023
Augmentation-Adapted Retriever Improves Generalization of Language Models as Generic Plug-In Zichun Yu Chenyan Xiong S. Yu Zhiyuan Liu KELM VLM 22 62 0 27 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 36 206 0 24 May 2023
C-STS: Conditional Semantic Textual Similarity A. Deshpande Carlos E. Jimenez Howard Chen Vishvak Murahari Victoria Graf Tanmay Rajpurohit A. Kalyan Danqi Chen Karthik Narasimhan 20 3 0 24 May 2023
Pre-training Multi-task Contrastive Learning Models for Scientific Literature Understanding Yu Zhang Hao Cheng Zhihong Shen Xiaodong Liu Yejiang Wang Jianfeng Gao 19 13 0 23 May 2023
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions W. Yu Meng-Long Jiang Peter Clark Ashish Sabharwal 15 21 0 23 May 2023
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach Junjie Zhang Ruobing Xie Yupeng Hou Wayne Xin Zhao Leyu Lin Ji-Rong Wen 16 188 0 11 May 2023
Large Language Models are Strong Zero-Shot Retriever Tao Shen Guodong Long Xiubo Geng Chongyang Tao Tianyi Zhou Daxin Jiang RALM KELM 35 33 0 27 Apr 2023
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers Jon Saad-Falcon Omar Khattab Keshav Santhanam Radu Florian M. Franz Salim Roukos Avirup Sil Md Arafat Sultan Christopher Potts 11 41 0 01 Mar 2023
Augmented Language Models: a Survey Grégoire Mialon Roberto Dessì Maria Lomeli Christoforos Nalmpantis Ramakanth Pasunuru ... Jane Dwivedi-Yu Asli Celikyilmaz Edouard Grave Yann LeCun Thomas Scialom LRM KELM 25 362 0 15 Feb 2023
How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval Sheng-Chieh Lin Akari Asai Minghan Li Barlas Oğuz Jimmy J. Lin Yashar Mehdad Wen-tau Yih Xilun Chen 11 93 0 15 Feb 2023
Exploring the Benefits of Training Expert Language Models over Instruction Tuning Joel Jang Seungone Kim Seonghyeon Ye Doyoung Kim Lajanugen Logeswaran Moontae Lee Kyungjae Lee Minjoon Seo LRM ALM 16 79 0 07 Feb 2023
Precise Zero-Shot Dense Retrieval without Relevance Labels Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan RALM 17 277 0 20 Dec 2022
One Embedder, Any Task: Instruction-Finetuned Text Embeddings Hongjin Su Weijia Shi Jungo Kasai Yizhong Wang Yushi Hu Mari Ostendorf Wen-tau Yih Noah A. Smith Luke Zettlemoyer Tao Yu 22 278 0 19 Dec 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 303 11,730 0 04 Mar 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 215 335 0 02 Feb 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
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 48 67 0 13 Oct 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 961 0 17 Apr 2021
Multi-task Retrieval for Knowledge-Intensive Tasks Jean Maillard Vladimir Karpukhin Fabio Petroni Wen-tau Yih Barlas Oğuz Veselin Stoyanov Gargi Ghosh 202 64 0 01 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 206 593 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 214 607 0 13 Oct 2020
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 202 791 0 13 Sep 2019