GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval

14 December 2021

Kexin Wang

Papers citing "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval"

50 / 87 papers shown

Title
MURR: Model Updating with Regularized Replay for Searching a Document Stream Eugene Yang Nicola Tonellotto Dawn J Lawrie Sean MacAvaney James Mayfield Douglas W. Oard Scott Miller KELM 33 0 0 14 Apr 2025
Constrained Auto-Regressive Decoding Constrains Generative Retrieval Shiguang Wu Z. Z. Ren Xin Xin Jiyuan Yang M. Zhang Z. Chen Maarten de Rijke Pengjie Ren RALM 36 0 0 14 Apr 2025
Zero-Shot Cross-Domain Code Search without Fine-Tuning Keyu Liang Z. Liu Chao Liu Zhiyuan Wan David Lo Xiaohu Yang 26 0 0 10 Apr 2025
ConceptCarve: Dynamic Realization of Evidence Eylon Caplan Dan Goldwasser 21 0 0 09 Apr 2025
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data Augmentation Manveer Singh Tamber Suleman Kazi Vivek Sourabh Jimmy J. Lin 62 1 0 27 Feb 2025
On Synthetic Data Strategies for Domain-Specific Generative Retrieval Haoyang Wen Jiang Guo Yi Zhang Jiarong Jiang Z. Wang SyDa 64 0 0 25 Feb 2025
UniASM: Binary Code Similarity Detection without Fine-tuning Yeming Gu Hui Shu Fei Kang Fan Hu 64 10 0 21 Feb 2025
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation SeongKu Kang Bowen Jin Wonbin Kweon Yu Zhang Dongha Lee J. Han Hwanjo Yu 57 0 0 16 Feb 2025
Enhanced Retrieval of Long Documents: Leveraging Fine-Grained Block Representations with Large Language Models Minghan Li Eric Gaussier Guodong Zhou RALM 63 0 0 28 Jan 2025
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 68 8 0 28 Jan 2025
News Without Borders: Domain Adaptation of Multilingual Sentence Embeddings for Cross-lingual News Recommendation Andreea Iana Fabian David Schmidt Goran Glavas Heiko Paulheim 63 3 0 20 Jan 2025
Multi-stage Training of Bilingual Islamic LLM for Neural Passage Retrieval Vera Pavlova 48 2 0 20 Jan 2025
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 34 4 0 03 Oct 2024
Disentangling Questions from Query Generation for Task-Adaptive Retrieval Yoonsang Lee Minsoo Kim Seung-won Hwang RALM 23 0 0 25 Sep 2024
Reading with Intent Benjamin Z. Reichman Kartik Talamadupula Toshish Jawale Larry Heck RALM 37 0 0 20 Aug 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 33 6 0 09 Jul 2024
DocReLM: Mastering Document Retrieval with Language Model Gengchen Wei Xinle Pang Tianning Zhang Yu Sun Xun Qian Chen Lin Han-Sen Zhong Wanli Ouyang RALM 36 0 0 19 May 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
DUQGen: Effective Unsupervised Domain Adaptation of Neural Rankers by Diversifying Synthetic Query Generation Ramraj Chandradevan Kaustubh D. Dhole Eugene Agichtein 31 3 0 03 Apr 2024
Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization Santosh T.Y.S.S Vatsal Venkatkrishna Saptarshi Ghosh Matthias Grabmair ELM 22 4 0 28 Mar 2024
Scaling Laws For Dense Retrieval Yan Fang Jingtao Zhan Qingyao Ai Jiaxin Mao Weihang Su Jia Chen Yiqun Liu 123 8 0 27 Mar 2024
Fact Checking Beyond Training Set Payam Karisani Heng Ji KELM 30 0 0 27 Mar 2024
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 46 1 0 25 Feb 2024
Large Language Model Augmented Exercise Retrieval for Personalized Language Learning Austin Xu Will Monroe K. Bicknell RALM AI4Ed 27 4 0 08 Feb 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 25 0 0 05 Feb 2024
Improving Text Embeddings with Large Language Models Liang Wang Nan Yang Xiaolong Huang Linjun Yang Rangan Majumder Furu Wei SyDa 30 155 0 31 Dec 2023
AHAM: Adapt, Help, Ask, Model -- Harvesting LLMs for literature mining Boshko Koloski Nada Lavrac B. Cestnik Senja Pollak Blaž Škrlj Andrej Kastrin 21 6 0 25 Dec 2023
Dense X Retrieval: What Retrieval Granularity Should We Use? Tong Chen Hongwei Wang Sihao Chen Wenhao Yu Kaixin Ma Xinran Zhao Hongming Zhang Dong Yu 25 29 0 11 Dec 2023
Leveraging Domain Adaptation and Data Augmentation to Improve Quránic IR in English and Arabic Vera Pavlova 21 2 0 05 Dec 2023
Boot and Switch: Alternating Distillation for Zero-Shot Dense Retrieval Fan Jiang Qiongkai Xu Tom Drummond Trevor Cohn 8 2 0 27 Nov 2023
Noisy Self-Training with Synthetic Queries for Dense Retrieval Fan Jiang Tom Drummond Trevor Cohn 33 1 0 27 Nov 2023
Natural Language Processing for Financial Regulation I. Achitouv Dragos Gorduza Antoine Jacquier AILaw 15 2 0 14 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 Matthew Cer RALM 29 12 0 10 Nov 2023
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavas Iryna Gurevych VLM 13 4 0 01 Nov 2023
Selecting which Dense Retriever to use for Zero-Shot Search Ekaterina Khramtsova Shengyao Zhuang Mahsa Baktashmotlagh Xi Wang Guido Zuccon 27 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 43 18 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 22 4 0 12 Sep 2023
I3: Intent-Introspective Retrieval Conditioned on Instructions Kaihang Pan Juncheng Li Wenjie Wang Hao Fei Hongye Song Wei Ji Jun Lin Xiaozhong Liu Tat-Seng Chua Siliang Tang 38 5 0 19 Aug 2023
Dense Retrieval Adaptation using Target Domain Description Helia Hashemi Yong Zhuang Sachith Sri Ram Kothur Srivas Prasad Edgar Meij W. Bruce Croft VLM 16 9 0 06 Jul 2023
Pre-Training Multi-Modal Dense Retrievers for Outside-Knowledge Visual Question Answering Alireza Salemi Mahta Rafiee Hamed Zamani 24 8 0 28 Jun 2023
Generative User-Experience Research for Developing Domain-specific Natural Language Processing Applications Anastasia Zhukova Lukas von Sperl Christian E. Matt Bela Gipp 8 1 0 28 Jun 2023
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering Mingda Chen Xilun Chen Wen-tau Yih SyDa 14 6 0 23 May 2023
BERM: Training the Balanced and Extractable Representation for Matching to Improve Generalization Ability of Dense Retrieval Shicheng Xu Liang Pang Huawei Shen Xueqi Cheng 8 11 0 18 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 55 5 0 12 May 2023
CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning Weiqi Wang Tianqing Fang Baixuan Xu Chun Yi Louis Bo Yangqiu Song Lei Chen ReLM LRM 25 34 0 08 May 2023
RetroMAE-2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language Models Shitao Xiao Zheng Liu Yingxia Shao Weidong (Tom) Cai RALM 40 22 0 04 May 2023
Rethinking the Role of Token Retrieval in Multi-Vector Retrieval Jinhyuk Lee Zhuyun Dai Sai Meher Karthik Duddu Tao Lei Iftekhar Naim Ming-Wei Chang Vincent Zhao 17 15 0 04 Apr 2023
QUADRo: Dataset and Models for QUestion-Answer Database Retrieval S. Campese Ivano Lauriola Alessandro Moschitti 8 3 0 30 Mar 2023
Compositional Zero-Shot Domain Transfer with Text-to-Text Models Fangyu Liu Qianchu Liu Shruthi Bannur Fernando Pérez-García Naoto Usuyama ... A. Nori Hoifung Poon Javier Alvarez-Valle Ozan Oktay Stephanie L. Hyland VLM 43 5 0 23 Mar 2023
Improving Content Retrievability in Search with Controllable Query Generation Gustavo Penha Enrico Palumbo Maryam Aziz Alice Wang Hugues Bouchard 30 11 0 21 Mar 2023