Unsupervised Dense Information Retrieval with Contrastive Learning

Unsupervised Dense Information Retrieval with Contrastive Learning

16 December 2021

Gautier Izacard

Sebastian Riedel

Piotr Bojanowski

Papers citing "Unsupervised Dense Information Retrieval with Contrastive Learning"

14 / 164 papers shown

Title
Ranking-Enhanced Unsupervised Sentence Representation Learning Yeon Seonwoo Guoyin Wang Changmin Seo Sajal Choudhary Jiwei Li Xiang Li Puyang Xu Sunghyun Park Alice H. Oh SSL DRL AI4TS 53 15 0 09 Sep 2022
Disentangled Modeling of Domain and Relevance for Adaptable Dense Retrieval Jingtao Zhan Qingyao Ai Yiqun Liu Jiaxin Mao Xiaohui Xie M. Zhang Shaoping Ma 30 10 0 11 Aug 2022
An Efficiency Study for SPLADE Models Carlos Lassance S. Clinchant 34 70 0 08 Jul 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 33 155 0 15 Apr 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 20 23 0 14 Mar 2022
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 56 68 0 13 Oct 2021
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant 202 186 0 21 Sep 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 169 329 0 12 Aug 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 320 5,785 0 29 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 231 971 0 17 Apr 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 125 202 0 16 Feb 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 185 251 0 08 Dec 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-Hong Wu Haifeng Wang RALM OffRL 214 594 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 239 611 0 13 Oct 2020