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Data integration is a long-standing interest of the data management community and has many disparate applications, including business, science and government.
Classifying schematic and data heterogeneity in multidatabase systems
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New tpc benchmarks for decision support and web commerce
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A survey of approaches to automatic schema matching
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H.-H. Do, S. Melnik, and E. Rahm · 2002
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The making of tpc-ds
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Xbenchmatch: a benchmark for xml schema matching tools
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Stbenchmark: towards a benchmark for mapping systems
B. Alexe, W.-C. Tan, and Y. Velegrakis · 2008
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Febrl- an open source data cleaning, deduplication and record linkage system with a graphical user interface
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Generic schema matching, ten years later
P. A. Bernstein, J. Madhavan, and E. Rahm · 2011
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Synthesizing products for online catalogs
H. Nguyen, A. Fuxman, S. Paparizos, J. Freire, and R. Agrawal · 2011
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A. Doan, A. Halevy, and Z. Ives · 2012
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Matchbench: benchmarking schema matching algorithms for schematic correspondences
C. Guo, C. Hedeler, N. W. Paton, and A. A. Fernandes · 2013
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Designing a benchmark for the assessment of schema matching tools
F. Duchateau and Z. Bellahsene · 2014
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Embench: Generating entity-related benchmark data
E. Ioannou and Y. Velegrakis · 2014
Deep learning
I. Goodfellow, Y. Bengio, A. Courville, and Y. Bengio · 2016
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Biggorilla: An open-source ecosystem for data preparation and integration
C. Chen, B. Golshan, A. Y. Halevy, W.-C. Tan, and A. Doan · 2018
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Bert: Pre-training of deep bidirectional transformers for language understanding
J. Devlin, M.-W. Chang, K. Lee, and K. Toutanova · 2018
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Distributed representations of tuples for entity resolution
M. Ebraheem, S. Thirumuruganathan, S. Joty, M. Ouzzani, and N. Tang · 2018
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Deep learning for entity matching: A design space exploration
S. Mudgal, H. Li, T. Rekatsinas, A. Doan, Y. Park, G. Krishnan, R. Deep, E. Arcaute, and V. Raghavendra · 2018
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Results of the ontology alignment evaluation initiative 2019
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Tpc-di: the first industry benchmark for data integration
M. Poess, T. Rabl, H.-A. Jacobsen, and B. Caufield · 2014
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The ibench integration metadata generator
P. C. Arocena, B. Glavic, R. Ciucanu, and R. J. Miller · 2015
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Dexter: large-scale discovery and extraction of product specifications on the web
D. Qiu, L. Barbosa, X. L. Dong, Y. Shen, and D. Srivastava · 2015
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Matching html tables to dbpedia
D. Ritze, O. Lehmberg, and C. Bizer · 2015
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Online entity resolution using an oracle
D. Firmani, B. Saha, and D. Srivastava · 2016
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The magellan data repository
S. Das, A. Doan, P. S. G. C., C. Gokhale, P. Konda, Y. Govind, and D. Paulsen
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A. Algergawy, D. Faria, A. Ferrara, I. Fundulaki, I. Harrow, S. Hertling, E. Jiménez-Ruiz, N. Karam, A. Khiat, P. Lambrix, et al · 2019
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The WDC training dataset and gold standard for large-scale product matching
A. Primpeli, R. Peeters, and C. Bizer · 2019
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Entity matching with transformer architectures-a step forward in data integration
U. Brunner and K. Stockinger · 2020
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Creating embeddings of heterogeneous relational datasets for data integration tasks
R. Cappuzzo, P. Papotti, and S. Thirumuruganathan · 2020
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Semtab 2019: Resources to benchmark tabular data to knowledge graph matching systems
E. Jiménez-Ruiz, O. Hassanzadeh, V. Efthymiou, J. Chen, and K. Srinivas · 2020
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Deep entity matching with pre-trained language models
Y. Li, J. Li, Y. Suhara, A. Doan, and W.-C. Tan · 2020
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