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
CascadER: Cross-Modal Cascading for Knowledge Graph Link Prediction Tara Safavi Doug Downey Tom Hope 32 6 0 16 May 2022
From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant VLM 33 139 0 10 May 2022
Curriculum Learning for Dense Retrieval Distillation Hansi Zeng Hamed Zamani Vishwa Vinay 24 49 0 28 Apr 2022
A Thorough Examination on Zero-shot Dense Retrieval Ruiyang Ren Yingqi Qu Qingbin Liu Wayne Xin Zhao Qifei Wu Yuchen Ding Hua Wu Haifeng Wang Ji-Rong Wen 42 41 0 27 Apr 2022
ED2LM: Encoder-Decoder to Language Model for Faster Document Re-ranking Inference Kai Hui Honglei Zhuang Tao Chen Zhen Qin Jing Lu ... Ji Ma Jai Gupta Cicero Nogueira dos Santos Yi Tay Donald Metzler 34 16 0 25 Apr 2022
Entity-Conditioned Question Generation for Robust Attention Distribution in Neural Information Retrieval R. Reddy Md Arafat Sultan M. Franz Avirup Sil Heng Ji 32 7 0 24 Apr 2022
FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation Chuhan Wu Fangzhao Wu Tao Qi Yongfeng Huang Xing Xie FedML 29 15 0 21 Apr 2022
Composite Code Sparse Autoencoders for first stage retrieval Carlos Lassance Thibault Formal S. Clinchant 26 4 0 14 Apr 2022
METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals Payal Bajaj Chenyan Xiong Guolin Ke Xiaodong Liu Di He Saurabh Tiwary Tie-Yan Liu Paul N. Bennett Xia Song Jianfeng Gao 52 32 0 13 Apr 2022
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos Shengyao Zhuang Guido Zuccon OOD 27 30 0 01 Apr 2022
$k$ NN-NER: Named Entity Recognition with Nearest Neighbor Search Shuhe Wang Xiaoya Li Yuxian Meng Tianwei Zhang Rongbin Ouyang Jiwei Li Guoyin Wang 34 11 0 31 Mar 2022
Auto-MLM: Improved Contrastive Learning for Self-supervised Multi-lingual Knowledge Retrieval Wenshen Xu M. Maimaiti Yuanhang Zheng Xin Tang Ji Zhang RALM SSL 16 2 0 30 Mar 2022
DuReader_retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine Yifu Qiu Hongyu Li Yingqi Qu Ying-Cong Chen Qiaoqiao She Jing Liu Hua Wu Haifeng Wang RALM 38 15 0 19 Mar 2022
LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval Canwen Xu Daya Guo Nan Duan Julian McAuley RALM VLM 29 46 0 11 Mar 2022
Tevatron: An Efficient and Flexible Toolkit for Dense Retrieval Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan 40 76 0 11 Mar 2022
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Liang Wang Wei Zhao Zhuoyu Wei Jingming Liu 28 177 0 04 Mar 2022
Saving Dense Retriever from Shortcut Dependency in Conversational Search Sungdong Kim Gangwoo Kim 25 27 0 15 Feb 2022
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings Malte Ostendorff Nils Rethmeier Isabelle Augenstein Bela Gipp Georg Rehm 28 73 0 14 Feb 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 232 425 0 24 Jan 2022
Progressively Optimized Bi-Granular Document Representation for Scalable Embedding Based Retrieval Shitao Xiao Zheng Liu Weihao Han Jianjin Zhang Yingxia Shao ... Hao Sun Denvy Deng Liangjie Zhang Qi Zhang Xing Xie 35 17 0 14 Jan 2022
Establishing Strong Baselines for TripClick Health Retrieval Sebastian Hofstatter Sophia Althammer Mete Sertkan Allan Hanbury MedIm 36 12 0 02 Jan 2022
OpenQA: Hybrid QA System Relying on Structured Knowledge Base as well as Non-structured Data Gaochen Wu Bin Xu Yuxin Qin Yang Liu Lingyu Liu Ziwei Wang 27 0 0 31 Dec 2021
Sparsifying Sparse Representations for Passage Retrieval by Top- $k$ Masking Jheng-Hong Yang Xueguang Ma Jimmy J. Lin 18 13 0 17 Dec 2021
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 43 825 0 16 Dec 2021
CODER: An efficient framework for improving retrieval through COntextual Document Embedding Reranking George Zerveas Navid Rekabsaz Daniel Cohen Carsten Eickhoff 31 8 0 16 Dec 2021
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning Zeqiu Wu Yi Luan Hannah Rashkin David Reitter Hannaneh Hajishirzi Mari Ostendorf Gaurav Singh Tomar LRM 20 76 0 16 Dec 2021
Large Dual Encoders Are Generalizable Retrievers Jianmo Ni Chen Qu Jing Lu Zhuyun Dai Gustavo Hernández Ábrego ... Vincent Zhao Yi Luan Keith B. Hall Ming-Wei Chang Yinfei Yang DML 38 434 0 15 Dec 2021
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 11 61 0 14 Dec 2021
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval Kexin Wang Nandan Thakur Nils Reimers Iryna Gurevych VLM 24 149 0 14 Dec 2021
VIRT: Improving Representation-based Models for Text Matching through Virtual Interaction Dan Li Yang Yang Hongyin Tang Jingang Wang Tong Xu Wei Wu Enhong Chen 27 7 0 08 Dec 2021
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction Keshav Santhanam Omar Khattab Jon Saad-Falcon Christopher Potts Matei A. Zaharia 39 385 0 02 Dec 2021
Contrastive Document Representation Learning with Graph Attention Networks Peng Xu Xinchi Chen Xiaofei Ma Zhiheng Huang Bing Xiang 21 9 0 20 Oct 2021
TLDR: Twin Learning for Dimensionality Reduction Yannis Kalantidis Carlos Lassance Jon Almazán Diane Larlus SSL 27 10 0 18 Oct 2021
GNN-LM: Language Modeling based on Global Contexts via GNN Yuxian Meng Shi Zong Xiaoya Li Xiaofei Sun Tianwei Zhang Fei Wu Jiwei Li LRM 29 37 0 17 Oct 2021
Exposing Query Identification for Search Transparency Ruohan Li Jianxiang Li Bhaskar Mitra Fernando Diaz Asia J. Biega 29 8 0 14 Oct 2021
Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations Ji Xin Chenyan Xiong A. Srinivasan Ankita Sharma Damien Jose Paul N. Bennett VLM 83 41 0 14 Oct 2021
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-ranking Ruiyang Ren Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua Wu Haifeng Wang Ji-Rong Wen 144 249 0 14 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 58 68 0 13 Oct 2021
A Time-Optimized Content Creation Workflow for Remote Teaching Sebastian Hofstatter Sophia Althammer Mete Sertkan Allan Hanbury 14 0 0 11 Oct 2021
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation Chen Zhao Chenyan Xiong Jordan L. Boyd-Graber Hal Daumé RALM 29 9 0 10 Oct 2021
Adversarial Retriever-Ranker for dense text retrieval Hang Zhang Yeyun Gong Yelong Shen Jiancheng Lv Nan Duan Weizhu Chen VLM RALM 48 115 0 07 Oct 2021
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering Minghan Li Jimmy J. Lin AI4CE 33 9 0 04 Oct 2021
A Proposed Conceptual Framework for a Representational Approach to Information Retrieval Jimmy J. Lin 21 51 0 04 Oct 2021
MFAQ: a Multilingual FAQ Dataset Maxime De Bruyn Ehsan Lotfi Jeska Buhmann Walter Daelemans RALM 52 21 0 27 Sep 2021
Towards Universal Dense Retrieval for Open-domain Question Answering Christopher Sciavolino RALM 16 1 0 23 Sep 2021
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant 212 186 0 21 Sep 2021
Simple Entity-Centric Questions Challenge Dense Retrievers Christopher Sciavolino Zexuan Zhong Jinhyuk Lee Danqi Chen RALM 33 160 0 17 Sep 2021
Phrase Retrieval Learns Passage Retrieval, Too Jinhyuk Lee Alexander Wettig Danqi Chen RALM DML 30 46 0 16 Sep 2021
YES SIR!Optimizing Semantic Space of Negatives with Self-Involvement Ranker Ruizhi Pu Xinyu Zhang Ruofei Lai Zikai Guo Yinxia Zhang Hao Jiang Yongkang Wu Yantao Jia Zhicheng Dou Bo Zhao 28 1 0 14 Sep 2021
InceptionXML: A Lightweight Framework with Synchronized Negative Sampling for Short Text Extreme Classification Siddhant Kharbanda Atmadeep Banerjee Devaansh Gupta Akash Palrecha Rohit Babbar 37 9 0 13 Sep 2021