Pretrained Transformers for Text Ranking: BERT and Beyond

13 October 2020

Papers citing "Pretrained Transformers for Text Ranking: BERT and Beyond"

50 / 229 papers shown

Title
Query-driven Relevant Paragraph Extraction from Legal Judgments Santosh T.Y.S.S Elvin Quero Hernandez Matthias Grabmair AILaw 42 2 0 31 Mar 2024
Scaling Laws For Dense Retrieval Yan Fang Jingtao Zhan Qingyao Ai Jiaxin Mao Weihang Su Jia Chen Yiqun Liu 132 8 0 27 Mar 2024
Semantic Ranking for Automated Adversarial Technique Annotation in Security Text Udesh Kumarasinghe Ahmed Lekssays H. Sencar Sabri Boughorbel Charitha Elvitigala Preslav Nakov 24 6 0 25 Mar 2024
Coarse-Tuning for Ad-hoc Document Retrieval Using Pre-trained Language Models Atsushi Keyaki Ribeka Keyaki 39 0 0 25 Mar 2024
Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering Kosuke Akimoto Kunihiro Takeoka M. Oyamada 38 1 0 21 Mar 2024
Measuring Bias in a Ranked List using Term-based Representations Amin Abolghasemi Leif Azzopardi Arian Askari Maarten de Rijke Suzan Verberne 42 6 0 09 Mar 2024
Can't Remember Details in Long Documents? You Need Some R&R Devanshu Agrawal Shang Gao Martin Gajek RALM 133 6 0 08 Mar 2024
Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 28 28 0 03 Mar 2024
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval Antoine Louis V. Saxena Gijs van Dijck Gerasimos Spanakis 40 5 0 23 Feb 2024
Assessing generalization capability of text ranking models in Polish Slawomir Dadas Malgorzata Grkebowiec 34 2 0 22 Feb 2024
PIRB: A Comprehensive Benchmark of Polish Dense and Hybrid Text Retrieval Methods Slawomir Dadas Michal Perelkiewicz Rafal Poswiata 41 3 0 20 Feb 2024
Understanding and Mitigating the Threat of Vec2Text to Dense Retrieval Systems Shengyao Zhuang Bevan Koopman Xiaoran Chu Guido Zuccon 28 1 0 20 Feb 2024
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges Jiajia Wang Jimmy X. Huang Xinhui Tu Junmei Wang Angela J. Huang Md Tahmid Rahman Laskar Amran Bhuiyan 34 28 0 18 Feb 2024
Traditional Machine Learning Models and Bidirectional Encoder Representations From Transformer (BERT)-Based Automatic Classification of Tweets About Eating Disorders: Algorithm Development and Validation Study J. Benítez-Andrades José-Manuel Alija-Pérez Maria-Esther Vidal R. Pastor-Vargas María Teresa García-Ordás 19 36 0 08 Feb 2024
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation Jianlv Chen Shitao Xiao Peitian Zhang Kun Luo Defu Lian Zheng Liu 115 328 0 05 Feb 2024
The Power of Noise: Redefining Retrieval for RAG Systems Florin Cuconasu Giovanni Trappolini F. Siciliano Simone Filice Cesare Campagnano Y. Maarek Nicola Tonellotto Fabrizio Silvestri RALM 42 144 0 26 Jan 2024
TCE at Qurán QA 2023 Shared Task: Low Resource Enhanced Transformer-based Ensemble Approach for Quránic QA Mohammed Elkomy Amany Sarhan 16 3 0 23 Jan 2024
The Chronicles of RAG: The Retriever, the Chunk and the Generator Paulo Finardi Leonardo Avila Rodrigo Castaldoni P. Gengo Celio H. N. Larcher Marcos Piau Pablo B. Costa Vinicius Fernandes Caridá RALM 14 29 0 15 Jan 2024
Translate-Distill: Learning Cross-Language Dense Retrieval by Translation and Distillation Eugene Yang Dawn J Lawrie J. Mayfield Douglas W. Oard Scott Miller FedML VLM 40 9 0 09 Jan 2024
German Text Embedding Clustering Benchmark Silvan Wehrli Bert Arnrich Christopher Irrgang 30 5 0 05 Jan 2024
Relevance Feedback with Brain Signals Ziyi Ye Xiaohui Xie Qingyao Ai Yiqun Liu Zhihong Wang Weihang Su Min Zhang 46 9 0 09 Dec 2023
GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language Understanding Andor Diera Abdelhalim Hafedh Dahou Lukas Galke Fabian Karl Florian Sihler A. Scherp ELM 32 4 0 16 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Cer RALM 31 12 0 10 Nov 2023
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval Fan Luo Mihai Surdeanu 23 2 0 05 Nov 2023
Perturbation-based Active Learning for Question Answering Fan Luo Mihai Surdeanu 16 0 0 04 Nov 2023
LLMs may Dominate Information Access: Neural Retrievers are Biased Towards LLM-Generated Texts Sunhao Dai Yuqi Zhou Liang Pang Weihao Liu Xiaolin Hu Yong Liu Xiao Zhang Gang Wang Jun Xu 44 27 0 31 Oct 2023
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking Shengyao Zhuang Bing Liu Bevan Koopman Guido Zuccon RALM 27 46 0 20 Oct 2023
A Setwise Approach for Effective and Highly Efficient Zero-shot Ranking with Large Language Models Shengyao Zhuang Honglei Zhuang Bevan Koopman Guido Zuccon 35 21 0 14 Oct 2023
Policy-Gradient Training of Language Models for Ranking Ge Gao Jonathan D. Chang Claire Cardie Kianté Brantley Thorsten Joachims 24 2 0 06 Oct 2023
RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models Ronak Pradeep Sahel Sharifymoghaddam Jimmy Lin ALM 35 36 0 26 Sep 2023
Comprehensive Overview of Named Entity Recognition: Models, Domain-Specific Applications and Challenges Kalyani Pakhale 23 21 0 25 Sep 2023
Selecting which Dense Retriever to use for Zero-Shot Search Ekaterina Khramtsova Shengyao Zhuang Mahsa Baktashmotlagh Xi Wang Guido Zuccon 29 6 0 18 Sep 2023
When do Generative Query and Document Expansions Fail? A Comprehensive Study Across Methods, Retrievers, and Datasets Orion Weller Kyle Lo David Wadden Dawn J Lawrie Benjamin Van Durme Arman Cohan Luca Soldaini 49 19 0 15 Sep 2023
Annotating Data for Fine-Tuning a Neural Ranker? Current Active Learning Strategies are not Better than Random Selection Sophia Althammer Guido Zuccon Sebastian Hofstatter Suzan Verberne Allan Hanbury 34 4 0 12 Sep 2023
Geo-Encoder: A Chunk-Argument Bi-Encoder Framework for Chinese Geographic Re-Ranking Yong Cao Ruixue Ding Boli Chen Xianzhi Li Min Chen Daniel Hershcovich Pengjun Xie Fei Huang 4 1 0 04 Sep 2023
Black-box Adversarial Attacks against Dense Retrieval Models: A Multi-view Contrastive Learning Method Yuansan Liu Ruqing Zhang J. Guo Maarten de Rijke Wei Chen Yixing Fan Xueqi Cheng AAML 21 23 0 19 Aug 2023
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative Sampling Aleksandr V. Petrov Craig Macdonald 21 33 0 14 Aug 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 57 286 0 14 Aug 2023
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval Tim Hartill Diana Benavides-Prado Michael Witbrock Patricia J. Riddle ReLM LRM 25 1 0 09 Aug 2023
Towards Consistency Filtering-Free Unsupervised Learning for Dense Retrieval Haoxiang Shi Sumio Fujita Tetsuya Sakai 15 0 0 05 Aug 2023
Self-Supervised Contrastive BERT Fine-tuning for Fusion-based Reviewed-Item Retrieval Mohammad Mahdi Torabi pour Parsa Farinneya Armin Toroghi A. Korikov Ali Pesaranghader Touqir Sajed Manasa Bharadwaj Borislav Mavrin Scott Sanner 6 10 0 01 Aug 2023
Pretrained deep models outperform GBDTs in Learning-To-Rank under label scarcity Charlie Hou K. K. Thekumparampil Michael Shavlovsky Giulia Fanti Yesh Dattatreya Sujay Sanghavi LMTD 18 1 0 31 Jul 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
Lexically-Accelerated Dense Retrieval Hrishikesh Kulkarni Sean MacAvaney Nazli Goharian O. Frieder 6 11 0 31 Jul 2023
SPRINT: A Unified Toolkit for Evaluating and Demystifying Zero-shot Neural Sparse Retrieval Nandan Thakur Kexin Wang Iryna Gurevych Jimmy J. Lin 24 3 0 19 Jul 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval Qiao Jin Won Kim Qingyu Chen Donald C. Comeau Lana Yeganova John Wilbur Zhiyong Lu LM&MA MedIm 15 99 0 02 Jul 2023
Generate to Understand for Representation Changshan Xue Xiande Zhong Xiaoqing Liu VLM 40 0 0 14 Jun 2023
Resources for Brewing BEIR: Reproducible Reference Models and an Official Leaderboard Ehsan Kamalloo Nandan Thakur Carlos Lassance Xueguang Ma Jheng-Hong Yang Jimmy J. Lin 23 15 0 13 Jun 2023
Challenging Decoder helps in Masked Auto-Encoder Pre-training for Dense Passage Retrieval Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie RALM 33 3 0 22 May 2023
Semantic Similarity Measure of Natural Language Text through Machine Learning and a Keyword-Aware Cross-Encoder-Ranking Summarizer -- A Case Study Using UCGIS GIS&T Body of Knowledge Yuanyuan Tian Wenwen Li Sizhe Wang Zhining Gu 24 3 0 17 May 2023