CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos

1 April 2022

Guido Zuccon

Papers citing "CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos"

26 / 26 papers shown

Title
A Multimodal Dense Retrieval Approach for Speech-Based Open-Domain Question Answering Georgios Sidiropoulos Evangelos Kanoulas RALM 21 0 0 20 Sep 2024
Assessing Brittleness of Image-Text Retrieval Benchmarks from Vision-Language Models Perspective Mariya Hendriksen Shuo Zhang R. Reinanda Mohamed Yahya Edgar Meij Maarten de Rijke 54 0 0 21 Jul 2024
Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective Yu-An Liu Ruqing Zhang Jiafeng Guo Maarten de Rijke Yixing Fan Xueqi Cheng 35 6 0 09 Jul 2024
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking Shengyao Zhuang Bing Liu Bevan Koopman Guido Zuccon RALM 29 46 0 20 Oct 2023
Selecting which Dense Retriever to use for Zero-Shot Search Ekaterina Khramtsova Shengyao Zhuang Mahsa Baktashmotlagh Xi Wang Guido Zuccon 32 6 0 18 Sep 2023
Defense of Adversarial Ranking Attack in Text Retrieval: Benchmark and Baseline via Detection Xuanang Chen Xianpei Han Le Sun Yingfei Sun AAML 30 5 0 31 Jul 2023
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention Bias Mario Almagro Emilio Almazán Diego Ortego David Jiménez 26 3 0 06 Jul 2023
Make Text Unlearnable: Exploiting Effective Patterns to Protect Personal Data Xinzhe Li Ming Liu Shang Gao MU 30 8 0 02 Jul 2023
Typo-Robust Representation Learning for Dense Retrieval Panuthep Tasawong Wuttikorn Ponwitayarat Peerat Limkonchotiwat Can Udomcharoenchaikit E. Chuangsuwanich Sarana Nutanong OOD 40 4 0 17 Jun 2023
Noise-Robust Dense Retrieval via Contrastive Alignment Post Training Daniel Fernando Campos ChengXiang Zhai Alessandro Magnani 27 4 0 06 Apr 2023
A Study on FGSM Adversarial Training for Neural Retrieval Simon Lupart S. Clinchant AAML 32 7 0 25 Jan 2023
A Study on the Efficiency and Generalization of Light Hybrid Retrievers Man Luo Shashank Jain Anchit Gupta Arash Einolghozati Barlas Oğuz Debojeet Chatterjee Xilun Chen Chitta Baral Peyman Heidari VLM 35 6 0 04 Oct 2022
On the Impact of Speech Recognition Errors in Passage Retrieval for Spoken Question Answering Georgios Sidiropoulos Svitlana Vakulenko Evangelos Kanoulas RALM 27 8 0 26 Sep 2022
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey Xiaoyu Shen Svitlana Vakulenko Marco Del Tredici Gianni Barlacchi Bill Byrne Adria de Gispert RALM VLM 28 20 0 05 Aug 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 40 65 0 21 Jun 2022
Asyncval: A Toolkit for Asynchronously Validating Dense Retriever Checkpoints during Training Shengyao Zhuang Guido Zuccon OffRL 34 6 0 25 Feb 2022
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-Hong Wu Haifeng Wang Ji-Rong Wen 141 248 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 56 68 0 13 Oct 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-Hong Wu Haifeng Wang Ji-Rong Wen 128 91 0 13 Aug 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 169 329 0 12 Aug 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 185 251 0 08 Dec 2020
CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters Hicham El Boukkouri Olivier Ferret Thomas Lavergne Hiroshi Noji Pierre Zweigenbaum Junichi Tsujii 77 156 0 20 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-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
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 180 465 0 17 Mar 2020
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016