Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval

1 July 2020

Papers citing "Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval"

50 / 244 papers shown

Title
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural Networks Antoine Louis Gijs van Dijck Gerasimos Spanakis AILaw 23 9 0 30 Jan 2023
An Experimental Study on Pretraining Transformers from Scratch for IR Carlos Lassance Hervé Déjean S. Clinchant 28 11 0 25 Jan 2023
Fine-Grained Distillation for Long Document Retrieval Yucheng Zhou Tao Shen Xiubo Geng Chongyang Tao Guodong Long Can Xu Daxin Jiang RALM 32 28 0 20 Dec 2022
Contrastive Learning Reduces Hallucination in Conversations Weiwei Sun Zhengliang Shi Shen Gao Pengjie Ren Maarten de Rijke Zhaochun Ren 47 62 0 20 Dec 2022
Query-as-context Pre-training for Dense Passage Retrieval Xing Wu Guangyuan Ma Wanhui Qian Zijia Lin Songlin Hu 35 9 0 19 Dec 2022
CAPSTONE: Curriculum Sampling for Dense Retrieval with Document Expansion Xingwei He Yeyun Gong Alex Jin Hang Zhang Anlei Dong Jian Jiao Siu-Ming Yiu Nan Duan RALM 56 3 0 18 Dec 2022
LEAD: Liberal Feature-based Distillation for Dense Retrieval Hao Sun Xiao Liu Yeyun Gong Anlei Dong Jing Lu Yan Zhang Linjun Yang Rangan Majumder Nan Duan 67 2 0 10 Dec 2022
Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer Zhengbao Jiang Luyu Gao Jun Araki Haibo Ding Zhiruo Wang Jamie Callan Graham Neubig RALM 32 40 0 05 Dec 2022
GNN-SL: Sequence Labeling Based on Nearest Examples via GNN Shuhe Wang Yuxian Meng Rongbin Ouyang Jiwei Li Tianwei Zhang Lingjuan Lyu Guoyin Wang 32 9 0 05 Dec 2022
Moving Beyond Downstream Task Accuracy for Information Retrieval Benchmarking Keshav Santhanam Jon Saad-Falcon M. Franz Omar Khattab Avirup Sil Radu Florian Md Arafat Sultan Salim Roukos Matei A. Zaharia Christopher Potts OffRL 26 10 0 02 Dec 2022
SeDR: Segment Representation Learning for Long Documents Dense Retrieval Junying Chen Qingcai Chen Dongfang Li Yutao Huang 28 6 0 20 Nov 2022
CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval Minghan Li Sheng-Chieh Lin Barlas Oğuz Asish Ghoshal Jimmy J. Lin Yashar Mehdad Wen-tau Yih Xilun Chen 32 26 0 18 Nov 2022
Open-Domain Conversational Question Answering with Historical Answers Hung-Chieh Fang Kuo-Han Hung Chao-Wei Huang Yun-Nung Chen RALM 21 9 0 17 Nov 2022
Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database Ye Liu Semih Yavuz Rui Meng Dragomir R. Radev Caiming Xiong Yingbo Zhou 43 29 0 09 Nov 2022
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency Gaps Hiroki Iida Naoaki Okazaki 42 4 0 08 Nov 2022
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models Shujian Zhang Chengyue Gong Xingchao Liu RALM 53 6 0 02 Nov 2022
Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives Si Sun Chenyan Xiong Yue Yu Arnold Overwijk Zhiyuan Liu Jie Bao 45 6 0 31 Oct 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning Yue Yu Chenyan Xiong Si Sun Chao Zhang Arnold Overwijk VLM OOD 54 22 0 27 Oct 2022
Retrieval Oriented Masking Pre-training Language Model for Dense Passage Retrieval Dingkun Long Yanzhao Zhang Guangwei Xu Pengjun Xie RALM 27 4 0 27 Oct 2022
Retrieval Augmentation for Commonsense Reasoning: A Unified Approach Wenhao Yu Chenguang Zhu Zhihan Zhang Shuohang Wang ZhuoSheng Zhang Yuwei Fang Meng Jiang LRM ReLM 17 19 0 23 Oct 2022
OOD-DiskANN: Efficient and Scalable Graph ANNS for Out-of-Distribution Queries Shikhar Jaiswal Ravishankar Krishnaswamy Ankit Garg H. Simhadri Sheshansh Agrawal 21 23 0 22 Oct 2022
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval Kun Zhou Yeyun Gong Xiao Liu Wayne Xin Zhao Yelong Shen ... Jing Lu Rangan Majumder Ji-Rong Wen Nan Duan Weizhu Chen 44 33 0 21 Oct 2022
Metric-guided Distillation: Distilling Knowledge from the Metric to Ranker and Retriever for Generative Commonsense Reasoning Xingwei He Yeyun Gong Alex Jin Weizhen Qi Hang Zhang Jian Jiao Bartuer Zhou Biao Cheng Sm Yiu Nan Duan 38 11 0 21 Oct 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking Tim Baumgärtner Leonardo F. R. Ribeiro Nils Reimers Iryna Gurevych 37 6 0 19 Oct 2022
Sentiment-Aware Word and Sentence Level Pre-training for Sentiment Analysis Shuai Fan Chen Lin Haonan Li Zheng-Wen Lin Jinsong Su Hang Zhang Yeyun Gong Jian Guo Nan Duan VLM 36 18 0 18 Oct 2022
ELIAS: End-to-End Learning to Index and Search in Large Output Spaces Nilesh Gupta Patrick H. Chen Hsiang-Fu Yu Cho-Jui Hsieh Inderjit S Dhillon 29 15 0 16 Oct 2022
Decoupled Context Processing for Context Augmented Language Modeling Zonglin Li Ruiqi Guo Surinder Kumar RALM KELM 21 23 0 11 Oct 2022
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question Answering Hao Cheng Hao Fang Xiaodong Liu Jianfeng Gao RALM 41 5 0 11 Oct 2022
Using Interventions to Improve Out-of-Distribution Generalization of Text-Matching Recommendation Systems Parikshit Bansal Yashoteja Prabhu Emre Kıcıman Amit Sharma CML OOD 38 0 0 07 Oct 2022
PROD: Progressive Distillation for Dense Retrieval Zhenghao Lin Yeyun Gong Xiao Liu Hang Zhang Chen Lin ... Jian Jiao Jing Lu Daxin Jiang Rangan Majumder Nan Duan 51 27 0 27 Sep 2022
Promptagator: Few-shot Dense Retrieval From 8 Examples Zhuyun Dai Vincent Zhao Ji Ma Yi Luan Jianmo Ni Jing Lu A. Bakalov Kelvin Guu Keith B. Hall Ming-Wei Chang RALM 16 225 0 23 Sep 2022
Pre-training for Information Retrieval: Are Hyperlinks Fully Explored? Jiawen Wu Xinyu Zhang Yutao Zhu Zheng Liu Zikai Guo Zhaoye Fei Ruofei Lai Yongkang Wu Bo Zhao Zhicheng Dou 41 5 0 14 Sep 2022
DPTDR: Deep Prompt Tuning for Dense Passage Retrieval Zhen-Quan Tang Benyou Wang Ting Yao VLM 44 14 0 24 Aug 2022
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document Ranking Yutao Zhu J. Nie Yixuan Su Haonan Chen Xinyu Zhang Zhicheng Dou 35 11 0 22 Aug 2022
ConTextual Masked Auto-Encoder for Dense Passage Retrieval Xing Wu Guangyuan Ma Meng Lin Zijia Lin Zhongyuan Wang Songlin Hu RALM 33 24 0 16 Aug 2022
Disentangled Modeling of Domain and Relevance for Adaptable Dense Retrieval Jingtao Zhan Qingyao Ai Yiqun Liu Jiaxin Mao Xiaohui Xie Hao Fei Shaoping Ma 43 10 0 11 Aug 2022
NGAME: Negative Mining-aware Mini-batching for Extreme Classification Kunal Dahiya Nilesh Gupta Deepak Saini Akshay Soni Yajun Wang ... Sonu Mehta Ramachandran Ramjee Sumeet Agarwal Purushottam Kar Manik Varma 44 35 0 10 Jul 2022
An Efficiency Study for SPLADE Models Carlos Lassance S. Clinchant 48 70 0 08 Jul 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching Mario Almagro David Jiménez-Cabello Diego Ortego Emilio Almazán Eva Martínez 27 3 0 05 Jul 2022
Are We There Yet? A Decision Framework for Replacing Term Based Retrieval with Dense Retrieval Systems Sebastian Hofstatter Nick Craswell Bhaskar Mitra Hamed Zamani Allan Hanbury 43 5 0 26 Jun 2022
Questions Are All You Need to Train a Dense Passage Retriever Devendra Singh Sachan M. Lewis Dani Yogatama Luke Zettlemoyer J. Pineau Manzil Zaheer RALM 34 53 0 21 Jun 2022
Bridging the Gap Between Indexing and Retrieval for Differentiable Search Index with Query Generation Shengyao Zhuang Houxing Ren Linjun Shou Jian Pei Ming Gong Guido Zuccon Daxin Jiang 47 65 0 21 Jun 2022
Towards Robust Ranker for Text Retrieval Yucheng Zhou Tao Shen Xiubo Geng Chongyang Tao Can Xu Guodong Long Binxing Jiao Daxin Jiang OOD 33 42 0 16 Jun 2022
Neural Retriever and Go Beyond: A Thesis Proposal Man Luo 39 1 0 31 May 2022
Fast and Light-Weight Answer Text Retrieval in Dialogue Systems H. Wan S. Patel J. William Murdock Saloni Potdar Sachindra Joshi 34 1 0 27 May 2022
Optimizing Test-Time Query Representations for Dense Retrieval Mujeen Sung Jungsoo Park Jaewoo Kang Danqi Chen Jinhyuk Lee 38 5 0 25 May 2022
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder Shitao Xiao Zheng Liu Yingxia Shao Bo Zhao RALM 126 112 0 24 May 2022
Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking Minghan Li Xinyu Crystina Zhang Ji Xin Hongyang R. Zhang Jimmy J. Lin 38 6 0 19 May 2022
Two-Step Question Retrieval for Open-Domain QA Yeon Seonwoo Juhee Son Jiho Jin Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice Oh RALM LRM 40 5 0 19 May 2022
Dialog Inpainting: Turning Documents into Dialogs Zhuyun Dai Arun Tejasvi Chaganty Vincent Zhao Aida Amini Q. Rashid Mike Green Kelvin Guu 21 65 0 18 May 2022