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1906.08042
Cited By
Low-resource Deep Entity Resolution with Transfer and Active Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2019
17 June 2019
Jungo Kasai
Kun Qian
Sairam Gurajada
Yunyao Li
Yatin Nandwani
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Papers citing
"Low-resource Deep Entity Resolution with Transfer and Active Learning"
49 / 49 papers shown
TransClean: Finding False Positives in Multi-Source Entity Matching under Real-World Conditions via Transitive Consistency
Fernando De Meer Pardo
Branka Hadji Misheva
Martin Braschler
Kurt Stockinger
226
0
0
04 Jun 2025
Reducing Biases in Record Matching Through Scores Calibration
Mohammad Hossein Moslemi
Mostafa Milani
364
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
494
9
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
176
9
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
559
118
0
01 May 2024
The Battleship Approach to the Low Resource Entity Matching Problem
Bar Genossar
Avigdor Gal
Roee Shraga
266
8
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
304
29
0
16 Nov 2023
Perturbation-based Active Learning for Question Answering
Fan Luo
Mihai Surdeanu
365
0
0
04 Nov 2023
Cost-Efficient Prompt Engineering for Unsupervised Entity Resolution
Navapat Nananukul
Khanin Sisaengsuwanchai
Mayank Kejriwal
458
6
0
09 Oct 2023
Data Cleaning and Machine Learning: A Systematic Literature Review
International Conference on Automated Software Engineering (ASE), 2023
Pierre-Olivier Coté
Amin Nikanjam
Nafisa Ahmed
D. Humeniuk
Foutse Khomh
322
81
0
03 Oct 2023
Labeling without Seeing? Blind Annotation for Privacy-Preserving Entity Resolution
Yixiang Yao
Weizhao Jin
Yu Yang
155
1
0
07 Aug 2023
MultiEM: Efficient and Effective Unsupervised Multi-Table Entity Matching
IEEE International Conference on Data Engineering (ICDE), 2023
Xiaocan Zeng
Pengfei Wang
Yuren Mao
Lu Chen
Xiaoze Liu
Yunjun Gao
204
9
0
02 Aug 2023
A Primer on the Data Cleaning Pipeline
Neil G. Marchant
263
4
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
278
15
0
03 Jul 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Bingsheng Yao
Ishan Jindal
Lucian Popa
Yannis Katsis
Sayan Ghosh
...
Yuxuan Lu
Shashank Srivastava
Yunyao Li
James A. Hendler
Dakuo Wang
297
14
0
22 May 2023
On the Limitations of Simulating Active Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2023
Katerina Margatina
Nikolaos Aletras
301
14
0
21 May 2023
Pre-trained Embeddings for Entity Resolution: An Experimental Analysis [Experiment, Analysis & Benchmark]
Proceedings of the VLDB Endowment (PVLDB), 2023
Alexandros Zeakis
G. Papadakis
Dimitrios Skoutas
Manolis Koubarakis
254
65
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
445
15
0
10 Apr 2023
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis
Josip Jukić
Jan Snajder
375
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
227
8
0
21 Nov 2022
Privacy-preserving Deep Learning based Record Linkage
IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Thilina Ranbaduge
Dinusha Vatsalan
Ming Ding
276
19
0
03 Nov 2022
A Survey of Active Learning for Natural Language Processing
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Zhisong Zhang
Emma Strubell
Eduard H. Hovy
LM&MA
354
82
0
18 Oct 2022
Selective Annotation Makes Language Models Better Few-Shot Learners
International Conference on Learning Representations (ICLR), 2022
Hongjin Su
Jungo Kasai
Chen Henry Wu
Weijia Shi
Tianlu Wang
...
Rui Zhang
Mari Ostendorf
Luke Zettlemoyer
Noah A. Smith
Tao Yu
390
315
0
05 Sep 2022
FlexER: Flexible Entity Resolution for Multiple Intents
Bar Genossar
Roee Shraga
Avigdor Gal Technion - Israel Institute of Technology
181
19
0
23 Aug 2022
HumanAL: Calibrating Human Matching Beyond a Single Task
Roee Shraga
HAI
228
7
0
06 May 2022
Learning to Parallelize in a Shared-Memory Environment with Transformers
ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming (PPoPP), 2022
Reém Harel
Yuval Pinter
Gal Oren
284
21
0
27 Apr 2022
DAME: Domain Adaptation for Matching Entities
Web Search and Data Mining (WSDM), 2022
M. Trabelsi
J. Heflin
Jin Cao
228
16
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
167
16
0
27 Oct 2021
Improving Question Answering Performance Using Knowledge Distillation and Active Learning
Engineering applications of artificial intelligence (EAAI), 2021
Yasaman Boreshban
Seyed Morteza Mirbostani
Gholamreza Ghassem-Sani
Seyed Abolghasem Mirroshandel
Shahin Amiriparian
227
18
0
26 Sep 2021
Interpretable and Low-Resource Entity Matching via Decoupling Feature Learning from Decision Making
Annual Meeting of the Association for Computational Linguistics (ACL), 2021
Zijun Yao
Chengjiang Li
Tiansi Dong
Xin Lv
Jifan Yu
Lei Hou
Juan-Zi Li
Yichi Zhang
Zelin Dai
263
13
0
08 Jun 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2021
Katerina Margatina
Loïc Barrault
Nikolaos Aletras
295
44
0
16 Apr 2021
Deep Indexed Active Learning for Matching Heterogeneous Entity Representations
Proceedings of the VLDB Endowment (PVLDB), 2021
Arjit Jain
Sunita Sarawagi
Prithviraj Sen
257
32
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
205
0
0
29 Dec 2020
Active Deep Learning on Entity Resolution by Risk Sampling
Knowledge-Based Systems (KBS), 2020
Youcef Nafa
Qun Chen
Zhaoqiang Chen
Xingyu Lu
Haiyang He
Tianyi Duan
Zhanhuai Li
238
19
0
23 Dec 2020
ErGAN: Generative Adversarial Networks for Entity Resolution
Industrial Conference on Data Mining (IDM), 2020
Jingyu Shao
Qing Wang
Asiri Wijesinghe
Erhard Rahm
GAN
133
9
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
624
9
0
07 Dec 2020
RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation
Proceedings of the VLDB Endowment (PVLDB), 2020
Nan Tang
Ju Fan
Fangyi Li
Jianhong Tu
Xiaoyong Du
Guoliang Li
Samuel Madden
M. Ouzzani
287
91
0
04 Dec 2020
Cost-effective Variational Active Entity Resolution
IEEE International Conference on Data Engineering (ICDE), 2020
Alex Bogatu
N. Paton
Mark Douthwaite
Stuart Davie
André Freitas
315
11
0
20 Nov 2020
Learning Structured Representations of Entity Names using Active Learning and Weak Supervision
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Kun Qian
P. Raman
Yunyao Li
Yatin Nandwani
243
13
0
30 Oct 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios
North American Chapter of the Association for Computational Linguistics (NAACL), 2020
Michael A. Hedderich
Lukas Lange
Heike Adel
Jannik Strötgen
Dietrich Klakow
722
366
0
23 Oct 2020
Neural Networks for Entity Matching: A Survey
Nils Barlaug
J. Gulla
433
134
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
209
5
0
15 Oct 2020
Pre-trained Language Model Based Active Learning for Sentence Matching
Guirong Bai
Shizhu He
Kang Liu
Jun Zhao
Zaiqing Nie
241
10
0
12 Oct 2020
A Survey of Deep Active Learning
ACM Computing Surveys (ACM CSUR), 2020
Pengzhen Ren
Yun Xiao
Xiaojun Chang
Po-Yao (Bernie) Huang
Zhihui Li
Brij B. Gupta
Xiaojiang Chen
Xin Wang
531
1,435
0
30 Aug 2020
(Almost) All of Entity Resolution
Science Advances (Sci Adv), 2020
Olivier Binette
R. Steorts
AI4TS
328
88
0
10 Aug 2020
Deep Entity Matching with Pre-Trained Language Models
Proceedings of the VLDB Endowment (PVLDB), 2020
Yuliang Li
Jinfeng Li
Yoshihiko Suhara
A. Doan
W. Tan
VLM
483
476
0
01 Apr 2020
A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching
Venkata Vamsikrishna Meduri
Yatin Nandwani
Prithviraj Sen
Mohamed Sarwat
FedML
171
64
0
29 Mar 2020
An Empirical Study of Factors Affecting Language-Independent Models
Hawaii International Conference on System Sciences (HICSS), 2019
Xiaotong Liu
Yingbei Tong
Anbang Xu
Rama Akkiraju
119
0
0
30 Dec 2019
Entity Synonym Discovery via Multipiece Bilateral Context Matching
Chenwei Zhang
Yaliang Li
Nan Du
Wei Fan
Philip S. Yu
305
16
0
31 Dec 2018
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![Pre-trained Embeddings for Entity Resolution: An Experimental Analysis
[Experiment, Analysis & Benchmark]](https://cdn.parameterlab.de/resized-images/aHR0cHM6Ly9jZG4ucGFyYW1ldGVybGFiLmRlL3BhcGVycy8yMzA0LjEyMzI5L3BhZ2VzL3BhZ2UtMS1xODBkMzAwLmpwZw?w=256&q=75&f=webp)
