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From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective

10 May 2022

Papers citing "From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective"

25 / 25 papers shown

Title
Variations in Relevance Judgments and the Shelf Life of Test Collections Andrew Parry Maik Fröbe Harrisen Scells Ferdinand Schlatt Guglielmo Faggioli Saber Zerhoudi Sean MacAvaney Eugene Yang 98 2 0 28 Feb 2025
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 102 33 0 20 Jun 2024
TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy Yiqun Chen Qi Liu Yi Zhang Weiwei Sun Daiting Shi Jiaxin Mao Dawei Yin Jiaxin Mao Dawei Yin 142 12 0 17 Jun 2024
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 61 62 0 14 Dec 2021
Match Your Words! A Study of Lexical Matching in Neural Information Retrieval Thibault Formal Benjamin Piwowarski Stéphane Clinchant 41 21 0 10 Dec 2021
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction Keshav Santhanam Omar Khattab Jon Saad-Falcon Christopher Potts Matei A. Zaharia 112 417 0 02 Dec 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 272 255 0 14 Oct 2021
Adversarial Retriever-Ranker for dense text retrieval Hang Zhang Yeyun Gong Yelong Shen Jiancheng Lv Nan Duan Weizhu Chen VLM RALM 124 118 0 07 Oct 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 281 338 0 12 Aug 2021
A Few Brief Notes on DeepImpact, COIL, and a Conceptual Framework for Information Retrieval Techniques Jimmy J. Lin Xueguang Ma 110 148 0 28 Jun 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,057 0 17 Apr 2021
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted List Luyu Gao Zhuyun Dai Jamie Callan 63 219 0 15 Apr 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning Kexin Wang Nils Reimers Iryna Gurevych 147 187 0 14 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 93 404 0 14 Apr 2021
A Systematic Evaluation of Transfer Learning and Pseudo-labeling with BERT-based Ranking Models Iurii Mokrii Leonid Boytsov Pavel Braslavski 84 26 0 04 Mar 2021
CLEAR: Contrastive Learning for Sentence Representation Zhuofeng Wu Sinong Wang Jiatao Gu Madian Khabsa Fei Sun Hao Ma SSL 75 323 0 31 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 Wu Haifeng Wang RALM OffRL 259 617 0 16 Oct 2020
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Lee Xiong Chenyan Xiong Ye Li Kwok-Fung Tang Jialin Liu Paul N. Bennett Junaid Ahmed Arnold Overwijk 141 1,236 0 01 Jul 2020
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT Omar Khattab Matei A. Zaharia 138 1,380 0 27 Apr 2020
Minimizing FLOPs to Learn Efficient Sparse Representations Biswajit Paria Chih-Kuan Yeh Ian En-Hsu Yen N. Xu Pradeep Ravikumar Barnabás Póczós 73 69 0 12 Apr 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 209 3,799 0 10 Apr 2020
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 237 495 0 17 Mar 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,332 0 27 Aug 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 356 10,369 0 10 Jul 2018