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"

37 / 87 papers shown

Title
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers Jon Saad-Falcon Omar Khattab Keshav Santhanam Radu Florian M. Franz Salim Roukos Avirup Sil Md Arafat Sultan Christopher Potts 13 41 0 01 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 26 15 0 17 Feb 2023
How to Train Your DRAGON: Diverse Augmentation Towards Generalizable Dense Retrieval Sheng-Chieh Lin Akari Asai Minghan Li Barlas Oğuz Jimmy J. Lin Yashar Mehdad Wen-tau Yih Xilun Chen 26 93 0 15 Feb 2023
Augmenting Zero-Shot Dense Retrievers with Plug-in Mixture-of-Memories Suyu Ge Chenyan Xiong Corby Rosset Arnold Overwijk Jiawei Han Paul N. Bennett VLM 33 6 0 07 Feb 2023
ExaRanker: Explanation-Augmented Neural Ranker Fernando Ferraretto Thiago Laitz R. Lotufo Rodrigo Nogueira ELM LRM 28 7 0 25 Jan 2023
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval Asha Vishwanathan R. Warrier G. V. Suresh Chandrashekhar Kandpal 11 2 0 25 Jan 2023
InPars-Light: Cost-Effective Unsupervised Training of Efficient Rankers Leonid Boytsov Preksha Patel Vivek Sourabh Riddhi Nisar Sayan Kundu R. Ramanathan Eric Nyberg 19 19 0 08 Jan 2023
Learning List-Level Domain-Invariant Representations for Ranking Ruicheng Xian Honglei Zhuang Zhen Qin Hamed Zamani Jing Lu Ji Ma Kai Hui Han Zhao Xuanhui Wang Michael Bendersky OOD 31 9 0 21 Dec 2022
Precise Zero-Shot Dense Retrieval without Relevance Labels Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan RALM 25 286 0 20 Dec 2022
Query-as-context Pre-training for Dense Passage Retrieval Xing Wu Guangyuan Ma Wanhui Qian Zijia Lin Songlin Hu 22 9 0 19 Dec 2022
AugTriever: Unsupervised Dense Retrieval by Scalable Data Augmentation Rui Meng Ye Liu Semih Yavuz Divyansh Agarwal Lifu Tu Ning Yu Jianguo Zhang Meghana Moorthy Bhat Yingbo Zhou RALM 50 0 0 17 Dec 2022
In Defense of Cross-Encoders for Zero-Shot Retrieval G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio Marzieh Fadaee R. Lotufo Rodrigo Nogueira 21 18 0 12 Dec 2022
Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer Zhengbao Jiang Luyu Gao Jun Araki Haibo Ding Zhiruo Wang Jamie Callan Graham Neubig RALM 19 40 0 05 Dec 2022
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 32 87 0 16 Nov 2022
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency Gaps Hiroki Iida Naoaki Okazaki 34 4 0 08 Nov 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning Yue Yu Chenyan Xiong Si Sun Chao Zhang Arnold Overwijk VLM OOD 35 22 0 27 Oct 2022
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts Bohua Peng Shi Liang Mobarakol Islam 18 1 0 26 Oct 2022
Knowledge Transfer from Answer Ranking to Answer Generation Matteo Gabburo Rik Koncel-Kedziorski Siddhant Garg Luca Soldaini Alessandro Moschitti 25 7 0 23 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 23 8 0 20 Oct 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking Tim Baumgärtner Leonardo F. R. Ribeiro Nils Reimers Iryna Gurevych 27 6 0 19 Oct 2022
PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population Tianqing Fang Quyet V. Do Hongming Zhang Yangqiu Song Ginny Y. Wong Simon See LRM 12 11 0 14 Oct 2022
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 27 6 0 04 Oct 2022
Promptagator: Few-shot Dense Retrieval From 8 Examples Zhuyun Dai Vincent Zhao Ji Ma Yi Luan Jianmo Ni Jing Lu A. Bakalov Kelvin Guu Keith B. Hall Ming-Wei Chang RALM 11 222 0 23 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
Learning Diverse Document Representations with Deep Query Interactions for Dense Retrieval Zehan Li Nan Yang Liang Wang Furu Wei 24 8 0 08 Aug 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 21 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 30 64 0 21 Jun 2022
No Parameter Left Behind: How Distillation and Model Size Affect Zero-Shot Retrieval G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio Marzieh Fadaee R. Lotufo Rodrigo Nogueira 11 26 0 06 Jun 2022
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense Retrieval Nandan Thakur Nils Reimers Jimmy J. Lin VLM 15 4 0 23 May 2022
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval Yuxiang Lu Yiding Liu Jiaxiang Liu Yunsheng Shi Zhengjie Huang ... Hao Tian Hua-Hong Wu Shuaiqiang Wang Dawei Yin Haifeng Wang 112 58 0 18 May 2022
A Thorough Examination on Zero-shot Dense Retrieval Ruiyang Ren Yingqi Qu J. Liu Wayne Xin Zhao Qifei Wu Yuchen Ding Hua-Hong Wu Haifeng Wang Ji-Rong Wen 32 41 0 27 Apr 2022
DuReader_retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine Yifu Qiu Hongyu Li Yingqi Qu Ying Chen Qiaoqiao She Jing Liu Hua-Hong Wu Haifeng Wang RALM 30 14 0 19 Mar 2022
InPars: Data Augmentation for Information Retrieval using Large Language Models L. Bonifacio Hugo Queiroz Abonizio Marzieh Fadaee Rodrigo Nogueira VLM RALM 31 62 0 10 Feb 2022
Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations Ji Xin Chenyan Xiong A. Srinivasan Ankita Sharma Damien Jose Paul N. Bennett VLM 78 41 0 14 Oct 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-Hong Wu Haifeng Wang Ji-Rong Wen 126 248 0 14 Oct 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 964 0 17 Apr 2021
Augmented SBERT: Data Augmentation Method for Improving Bi-Encoders for Pairwise Sentence Scoring Tasks Nandan Thakur Nils Reimers Johannes Daxenberger Iryna Gurevych 200 241 0 16 Oct 2020