Task-aware Retrieval with Instructions

16 November 2022

Patrick Lewis

Papers citing "Task-aware Retrieval with Instructions"

50 / 80 papers shown

Title
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models Yilong Xu Jinhua Gao Xiaoming Yu Yuanhai Xue Baolong Bi Huawei Shen Xueqi Cheng RALM 47 0 0 01 Apr 2025
Enhancing Negation Awareness in Universal Text Embeddings: A Data-efficient and Computational-efficient Approach Hongliu Cao 58 0 0 01 Apr 2025
VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary Kevin Qinghong Lin Mike Zheng Shou VGen 68 1 0 12 Mar 2025
IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information Retrieval Tingyu Song Guo Gan Mingsheng Shang Yilun Zhao VLM 51 0 0 06 Mar 2025
Joint Fusion and Encoding: Advancing Multimodal Retrieval from the Ground Up Lang Huang Qiyu Wu Zhongtao Miao T. Yamasaki 50 0 0 27 Feb 2025
Rank1: Test-Time Compute for Reranking in Information Retrieval Orion Weller Kathryn Ricci Eugene Yang Andrew Yates Dawn J Lawrie Benjamin Van Durme ReLM AI4TS LRM 121 4 0 25 Feb 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 48 2 0 21 Feb 2025
Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment Jingcheng Deng Zhongtao Jiang Liang Pang Liwei Chen Kun Xu Zihao Wei Huawei Shen Xueqi Cheng 49 1 0 17 Feb 2025
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation Takyoung Kim Kyungjae Lee Y. Jang Ji Yong Cho Gangwoo Kim Minseok Cho Moontae Lee 78 0 0 28 Jan 2025
Multi-task retriever fine-tuning for domain-specific and efficient RAG Patrice Béchard Orlando Marquez Ayala 31 0 0 08 Jan 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks Ziyan Jiang Rui Meng Xinyi Yang Semih Yavuz Yingbo Zhou Wenhu Chen MLLM VLM 48 18 0 03 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 71 273 0 31 Dec 2024
Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval Luo Ji Feixiang Guo Teng Chen Qingqing Gu Xiaoyu Wang ... Peng Yu Yue Zhao Hongyang Lei Zhonglin Jiang Yong Chen RALM LRM 89 0 0 21 Dec 2024
Long Context RAG Performance of Large Language Models Quinn Leng Jacob P. Portes Sam Havens Matei A. Zaharia Michael Carbin AIFin RALM 3DV 36 6 0 05 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Wei Ping 55 10 0 04 Nov 2024
AutoRAG: Automated Framework for optimization of Retrieval Augmented Generation Pipeline Dongkyu Kim Byoungwook Kim Donggeon Han Matouš Eibich 37 8 0 28 Oct 2024
RARe: Retrieval Augmented Retrieval with In-Context Examples Atula Tejaswi Yoonsang Lee Sujay Sanghavi Eunsol Choi RALM LRM 25 1 0 26 Oct 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 60 1 0 26 Oct 2024
Improve Dense Passage Retrieval with Entailment Tuning Lu Dai Hao Liu Hui Xiong RALM 35 4 0 21 Oct 2024
Large Language Models Are Overparameterized Text Encoders Thennal D K Tim Fischer Chris Biemann 30 2 0 18 Oct 2024
On the Rigour of Scientific Writing: Criteria, Analysis, and Insights Joseph James Chenghao Xiao Yucheng Li Chenghua Lin 20 1 0 07 Oct 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 30 0 0 26 Sep 2024
Disentangling Questions from Query Generation for Task-Adaptive Retrieval Yoonsang Lee Minsoo Kim Seung-won Hwang RALM 16 0 0 25 Sep 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 48 7 0 17 Jul 2024
Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning Ziyu Zhao Leilei Gan Guoyin Wang Yuwei Hu Tao Shen Hongxia Yang Kun Kuang Fei Wu MoE MoMe 32 11 0 24 Jun 2024
CodeRAG-Bench: Can Retrieval Augment Code Generation? Zora Zhiruo Wang Akari Asai Xinyan Velocity Yu Frank F. Xu Yiqing Xie Graham Neubig Daniel Fried RALM 67 29 0 20 Jun 2024
SparseCL: Sparse Contrastive Learning for Contradiction Retrieval Haike Xu Zongyu Lin Yizhou Sun Kai-Wei Chang Piotr Indyk 37 0 0 15 Jun 2024
Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools Varun Magesh Faiz Surani Matthew Dahl Mirac Suzgun Christopher D. Manning Daniel E. Ho HILM ELM AILaw 19 63 0 30 May 2024
Recent advances in text embedding: A Comprehensive Review of Top-Performing Methods on the MTEB Benchmark Hongliu Cao AI4TS 21 11 0 27 May 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman M. Shoeybi Bryan Catanzaro Wei Ping RALM 36 132 0 27 May 2024
Beyond Relevance: Evaluate and Improve Retrievers on Perspective Awareness Xinran Zhao Tong Chen Sihao Chen Hongming Zhang Tongshuang Wu 21 7 0 04 May 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval Kelong Mao Chenlong Deng Haonan Chen Fengran Mo Zheng Liu Tetsuya Sakai Zhicheng Dou KELM 26 11 0 21 Apr 2024
RAR-b: Reasoning as Retrieval Benchmark Chenghao Xiao G. Thomas Al Moubayed LRM RALM 23 8 0 09 Apr 2024
LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders Parishad BehnamGhader Vaibhav Adlakha Marius Mosbach Dzmitry Bahdanau Nicolas Chapados Siva Reddy 30 173 0 09 Apr 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models Jinhyuk Lee Zhuyun Dai Xiaoqi Ren Blair Chen Daniel Matthew Cer ... Aditya Kusupati Prateek Jain Siddhartha Reddy Jonnalagadda Ming-Wei Chang Iftekhar Naim RALM VLM SyDa 27 40 0 29 Mar 2024
MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions Kai Zhang Yi Luan Hexiang Hu Kenton Lee Siyuan Qiao Wenhu Chen Yu-Chuan Su Ming-Wei Chang VLM LRM 25 32 0 28 Mar 2024
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions Orion Weller Benjamin Chang Sean MacAvaney Kyle Lo Arman Cohan Benjamin Van Durme Dawn J Lawrie Luca Soldaini 41 27 0 22 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 36 53 0 05 Mar 2024
Crimson: Empowering Strategic Reasoning in Cybersecurity through Large Language Models Jiandong Jin Bowen Tang Mingxuan Ma Xiao Liu Yunfei Wang Qingnan Lai Jia Yang Changling Zhou 34 4 0 01 Mar 2024
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval Models Hanseok Oh Hyunji Lee Seonghyeon Ye Haebin Shin Hansol Jang Changwook Jun Minjoon Seo 27 19 0 22 Feb 2024
BIRCO: A Benchmark of Information Retrieval Tasks with Complex Objectives Xiaoyue Wang Jianyou Wang Weili Cao Kaicheng Wang R. Paturi Leon Bergen 31 6 0 21 Feb 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 24 54 0 21 Jan 2024
Survey on Memory-Augmented Neural Networks: Cognitive Insights to AI Applications Savya Khosla Zhen Zhu Yifie He HAI 10 2 0 11 Dec 2023
UniIR: Training and Benchmarking Universal Multimodal Information Retrievers Cong Wei Yang Chen Haonan Chen Hexiang Hu Ge Zhang Jie Fu Alan Ritter Wenhu Chen 28 50 0 28 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 144 600 0 17 Oct 2023
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models Yin Zhu Zhiling Luo Gong Cheng LRM 14 0 0 22 Sep 2023
PDFTriage: Question Answering over Long, Structured Documents Jon Saad-Falcon Joe Barrow Alexa F. Siu A. Nenkova David Seunghyun Yoon Ryan A. Rossi Franck Dernoncourt RALM 17 17 0 16 Sep 2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets Orion Weller Kyle Lo David Wadden Dawn J Lawrie Benjamin Van Durme Arman Cohan Luca Soldaini 27 18 0 15 Sep 2023
Context Aware Query Rewriting for Text Rankers using LLM Abhijit Anand Venktesh V Vinay Setty Avishek Anand 14 10 0 31 Aug 2023