Low-resource Deep Entity Resolution with Transfer and Active Learning

17 June 2019

Kun Qian

Papers citing "Low-resource Deep Entity Resolution with Transfer and Active Learning"

48 / 48 papers shown

Title
Mitigating Matching Biases Through Score Calibration Mohammad Hossein Moslemi Mostafa Milani 34 0 0 03 Nov 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 53 2 0 16 Oct 2024
Learning from Natural Language Explanations for Generalizable Entity Matching Somin Wadhwa Adit Krishnan Runhui Wang Byron C. Wallace Chris Kong LRM 47 3 0 13 Jun 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Xue Liu Weiping Ding Manabu Okumura 52 21 0 01 May 2024
The Battleship Approach to the Low Resource Entity Matching Problem Bar Genossar Avigdor Gal Roee Shraga 35 3 0 27 Nov 2023
Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks Yuxuan Lu Bingsheng Yao Shao Zhang Yun Wang Peng Zhang Tun Lu Toby Jia-Jun Li Dakuo Wang ALM 42 19 0 16 Nov 2023
Perturbation-based Active Learning for Question Answering Fan Luo Mihai Surdeanu 24 0 0 04 Nov 2023
Cost-Efficient Prompt Engineering for Unsupervised Entity Resolution Navapat Nananukul Khanin Sisaengsuwanchai Mayank Kejriwal 27 5 0 09 Oct 2023
Data Cleaning and Machine Learning: A Systematic Literature Review Pierre-Olivier Coté Amin Nikanjam Nafisa Ahmed D. Humeniuk Foutse Khomh 44 22 0 03 Oct 2023
MultiEM: Efficient and Effective Unsupervised Multi-Table Entity Matching Xiaocan Zeng Pengfei Wang Yuren Mao Lu Chen Xiaoze Liu Yunjun Gao 33 3 0 02 Aug 2023
A Primer on the Data Cleaning Pipeline Neil G. Marchant 19 2 0 25 Jul 2023
A Critical Re-evaluation of Benchmark Datasets for (Deep) Learning-Based Matching Algorithms G. Papadakis Nishadi Kirielle Peter Christen Themis Palpanas 45 7 0 03 Jul 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 34 11 0 22 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 31 11 0 21 May 2023
Pre-trained Embeddings for Entity Resolution: An Experimental Analysis [Experiment, Analysis & Benchmark] Alexandros Zeakis G. Papadakis Dimitrios Skoutas Manolis Koubarakis 37 37 0 24 Apr 2023
Deep Active Alignment of Knowledge Graph Entities and Schemata Jiacheng Huang Zequn Sun Qijin Chen Xiaozhou Xu Weijun Ren Wei Hu 32 11 0 10 Apr 2023
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis Josip Jukić Jan Snajder 16 5 0 20 Dec 2022
Can You Label Less by Using Out-of-Domain Data? Active & Transfer Learning with Few-shot Instructions Rafal Kocielnik Sara Kangaslahti Shrimai Prabhumoye M. Hari R. Alvarez Anima Anandkumar 21 6 0 21 Nov 2022
Privacy-preserving Deep Learning based Record Linkage Thilina Ranbaduge Dinusha Vatsalan Ming Ding 27 10 0 03 Nov 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 38 65 0 18 Oct 2022
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 42 244 0 05 Sep 2022
FlexER: Flexible Entity Resolution for Multiple Intents Bar Genossar Roee Shraga Avigdor Gal Technion - Israel Institute of Technology 30 11 0 23 Aug 2022
HumanAL: Calibrating Human Matching Beyond a Single Task Roee Shraga HAI 19 6 0 06 May 2022
Learning to Parallelize in a Shared-Memory Environment with Transformers Reém Harel Yuval Pinter Gal Oren 49 17 0 27 Apr 2022
DAME: Domain Adaptation for Matching Entities M. Trabelsi J. Heflin Jin Cao 15 11 0 20 Apr 2022
Deep Transfer Learning for Multi-source Entity Linkage via Domain Adaptation Di Jin Bunyamin Sisman Hao Wei Xin Luna Dong Danai Koutra 26 11 0 27 Oct 2021
Improving Question Answering Performance Using Knowledge Distillation and Active Learning Yasaman Boreshban Seyed Morteza Mirbostani Gholamreza Ghassem-Sani Seyed Abolghasem Mirroshandel Shahin Amiriparian 32 15 0 26 Sep 2021
Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making Zijun Yao Chengjiang Li Tiansi Dong Xin Lv Jifan Yu Lei Hou Juan-Zi Li Yichi Zhang Zelin Dai 17 9 0 08 Jun 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Katerina Margatina Loïc Barrault Nikolaos Aletras 27 36 0 16 Apr 2021
Deep Indexed Active Learning for Matching Heterogeneous Entity Representations Arjit Jain Sunita Sarawagi Prithviraj Sen 30 24 0 08 Apr 2021
Towards Understanding the Behaviors of Optimal Deep Active Learning Algorithms Yilun Zhou Adithya Renduchintala Xian Li Sida Wang Yashar Mehdad Asish Ghoshal FedML 20 0 0 29 Dec 2020
Active Deep Learning on Entity Resolution by Risk Sampling Youcef Nafa Qun Chen Zhaoqiang Chen Xingyu Lu Haiyang He Tianyi Duan Zhanhuai Li 10 16 0 23 Dec 2020
ErGAN: Generative Adversarial Networks for Entity Resolution Jingyu Shao Qing Wang Asiri Wijesinghe Erhard Rahm GAN 24 8 0 18 Dec 2020
Adaptive Deep Learning for Entity Resolution by Risk Analysis Zhaoqiang Chen Qun Chen Youcef Nafa Tianyi Duan Wei Pan Lijun Zhang Zhanhuai Li 21 8 0 07 Dec 2020
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation Nan Tang Ju Fan Fangyi Li Jianhong Tu Xiaoyong Du Guoliang Li Samuel Madden M. Ouzzani 23 74 0 04 Dec 2020
Cost-effective Variational Active Entity Resolution Alex Bogatu N. Paton Mark Douthwaite Stuart Davie André Freitas 16 9 0 20 Nov 2020
Learning Structured Representations of Entity Names using Active Learning and Weak Supervision Kun Qian P. Raman Yunyao Li Lucian Popa 16 11 0 30 Oct 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 224 287 0 23 Oct 2020
Neural Networks for Entity Matching: A Survey Nils Barlaug J. Gulla 47 91 0 21 Oct 2020
Survive the Schema Changes: Integration of Unmanaged Data Using Deep Learning Zijie Wang Lixi Zhou A. Das Valay Dave Zhanpeng Jin Jia Zou 14 3 0 15 Oct 2020
Pre-trained Language Model Based Active Learning for Sentence Matching Guirong Bai Shizhu He Kang Liu Jun Zhao Zaiqing Nie 8 10 0 12 Oct 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 45 1,123 0 30 Aug 2020
(Almost) All of Entity Resolution Olivier Binette R. Steorts AI4TS 19 59 0 10 Aug 2020
Deep Entity Matching with Pre-Trained Language Models Yuliang Li Jinfeng Li Yoshihiko Suhara A. Doan W. Tan VLM 31 373 0 01 Apr 2020
A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching Venkata Vamsikrishna Meduri Lucian Popa Prithviraj Sen Mohamed Sarwat FedML 16 55 0 29 Mar 2020
An Empirical Study of Factors Affecting Language-Independent Models Xiaotong Liu Yingbei Tong Anbang Xu Rama Akkiraju 18 0 0 30 Dec 2019
Entity Synonym Discovery via Multipiece Bilateral Context Matching Chenwei Zhang Yaliang Li Nan Du Wei Fan Philip S. Yu 11 15 0 31 Dec 2018
Scaling Multiple-Source Entity Resolution using Statistically Efficient Transfer Learning S. Negahban Benjamin I. P. Rubinstein J. Gemmell 50 14 0 09 Aug 2012