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"

39 / 239 papers shown

Title
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval Xinyu Crystina Zhang Xueguang Ma Peng Shi Jimmy J. Lin 25 110 0 19 Aug 2021
PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage Retrieval Ruiyang Ren Shangwen Lv Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua Wu Haifeng Wang Ji-Rong Wen 130 92 0 13 Aug 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 175 330 0 12 Aug 2021
Domain-matched Pre-training Tasks for Dense Retrieval Barlas Oğuz Kushal Lakhotia Anchit Gupta Patrick Lewis Vladimir Karpukhin ... Xilun Chen Sebastian Riedel Wen-tau Yih Sonal Gupta Yashar Mehdad RALM 30 66 0 28 Jul 2021
One Question Answering Model for Many Languages with Cross-lingual Dense Passage Retrieval Akari Asai Xinyan Velocity Yu Jungo Kasai Hannaneh Hajishirzi RALM LRM 27 70 0 26 Jul 2021
A Few Brief Notes on DeepImpact, COIL, and a Conceptual Framework for Information Retrieval Techniques Jimmy J. Lin Xueguang Ma 30 145 0 28 Jun 2021
Domain-Specific Pretraining for Vertical Search: Case Study on Biomedical Literature Yu-Chiang Frank Wang Jinchao Li Tristan Naumann Chenyan Xiong Hao Cheng ... Yang Qin Eric Horvitz Paul N. Bennett Jianfeng Gao Hoifung Poon OOD 33 13 0 25 Jun 2021
Extreme Multi-label Learning for Semantic Matching in Product Search Wei-Cheng Chang Daniel Jiang Hsiang-Fu Yu C. Teo Jiong Zhang ... Qie Hu Nikhil Shandilya Vyacheslav Ievgrafov Japinder Singh Inderjit S. Dhillon 45 59 0 23 Jun 2021
Contrastive Fine-tuning Improves Robustness for Neural Rankers Xiaofei Ma Cicero Nogueira dos Santos Andrew O. Arnold 18 20 0 27 May 2021
RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling Yizhe Zhang Siqi Sun Xiang Gao Yuwei Fang Chris Brockett Michel Galley Jianfeng Gao Bill Dolan RALM 38 30 0 14 May 2021
Scalable Personalised Item Ranking through Parametric Density Estimation Riku Togashi Masahiro Kato Mayu Otani T. Sakai Shiníchi Satoh 38 0 0 11 May 2021
Improving Document Representations by Generating Pseudo Query Embeddings for Dense Retrieval Hongyin Tang Xingwu Sun Beihong Jin Jingang Wang Fuzheng Zhang Wei Wu RALM 36 36 0 08 May 2021
Rethinking Search: Making Domain Experts out of Dilettantes Donald Metzler Yi Tay Dara Bahri Marc Najork LRM 40 46 0 05 May 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 24 60 0 28 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 270 977 0 17 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling Sebastian Hofstatter Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin Allan Hanbury VLM 20 387 0 14 Apr 2021
Disentangled Contrastive Learning for Learning Robust Textual Representations Xiang Chen Xin Xie Zhen Bi Hongbin Ye Shumin Deng Ningyu Zhang Huajun Chen 33 5 0 11 Apr 2021
Open Domain Question Answering over Tables via Dense Retrieval Jonathan Herzig Thomas Müller Syrine Krichene Julian Martin Eisenschlos LMTD VLM RALM 50 101 0 22 Mar 2021
Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval Gregor Geigle Jonas Pfeiffer Nils Reimers Ivan Vulić Iryna Gurevych 37 59 0 22 Mar 2021
LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval Siqi Sun Yen-Chun Chen Linjie Li Shuohang Wang Yuwei Fang Jingjing Liu VLM 38 82 0 16 Mar 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 125 203 0 16 Feb 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 60 15 0 18 Jan 2021
Multi-task Retrieval for Knowledge-Intensive Tasks Jean Maillard Vladimir Karpukhin Fabio Petroni Wen-tau Yih Barlas Oğuz Veselin Stoyanov Gargi Ghosh 215 64 0 01 Jan 2021
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko M. Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 211 87 0 29 Dec 2020
Weakly Supervised Label Smoothing Gustavo Penha C. Hauff 11 3 0 15 Dec 2020
CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search Chenyan Xiong Zhenghao Liu Si Sun Zhuyun Dai Kaitao Zhang S. Yu Zhiyuan Liu Hoifung Poon Jianfeng Gao Paul N. Bennett 30 10 0 03 Nov 2020
ABNIRML: Analyzing the Behavior of Neural IR Models Sean MacAvaney Sergey Feldman Nazli Goharian Doug Downey Arman Cohan 23 49 0 02 Nov 2020
Neural Passage Retrieval with Improved Negative Contrast Jing Lu Gustavo Hernández Ábrego Ji Ma Jianmo Ni Yinfei Yang 31 25 0 23 Oct 2020
Distilling Dense Representations for Ranking using Tightly-Coupled Teachers Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin 29 119 0 22 Oct 2020
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 Wu Haifeng Wang RALM OffRL 214 595 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 244 612 0 13 Oct 2020
How Effective is Task-Agnostic Data Augmentation for Pretrained Transformers? Shayne Longpre Yu Wang Christopher DuBois ViT 19 83 0 05 Oct 2020
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation Yinfei Yang Ning Jin Kuo Lin Mandy Guo Daniel Cer 24 31 0 29 Sep 2020
Conformer-Kernel with Query Term Independence for Document Retrieval Bhaskar Mitra Sebastian Hofstatter Hamed Zamani Nick Craswell 27 21 0 20 Jul 2020
MultiReQA: A Cross-Domain Evaluation for Retrieval Question Answering Models Mandy Guo Yinfei Yang Daniel Cer Qinlan Shen Noah Constant LRM 41 46 0 05 May 2020
Question Rewriting for Conversational Question Answering Svitlana Vakulenko Shayne Longpre Zhucheng Tu R. Anantha 20 175 0 30 Apr 2020
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 180 468 0 17 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 281 3,378 0 09 Mar 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 6,996 0 20 Apr 2018