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Machamp: A Generalized Entity Matching Benchmark
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Machamp: A Generalized Entity Matching Benchmark (2021)Machamp: A Generalized Entity Matching Be…Rotom (2021)RotomDeep Entity Matching (2021)Deep Entity MatchingHierarchical Matching Network for Heterogeneous Entity Resolution (2020)Hierarchical Matching Network…Deep entity matching with pre-trained language models (2020)Deep entity matching with pre…Blocking and Filtering Techniques for Entity Resolution (2020)Blocking and Filtering Techni…A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching (2020)A Comprehensive Benchmark Fra…The WDC Training Dataset and Gold Standard for Large-Scale Product Matching (2019)The WDC Training Dataset and …Low-resource Deep Entity Resolution with Transfer and Active Learning (2019)Low-resource Deep Entity Reso…End-to-End Multi-Perspective Matching for Entity Resolution (2019)End-to-End Multi-Perspective …Deep Sequence-to-Sequence Entity Matching for Heterogeneous Entity Resolution (2019)Deep Sequence-to-Sequence Ent…Distributed representations of tuples for entity resolution (2018)Distributed representations o…Deep Learning for Entity Matching (2018)Deep Learning for Entity Matc…Magellan (2016)MagellanA Survey of Indexing Techniques for Scalable Record Linkage and Deduplication (2011)A Survey of Indexing Techniqu…Evaluation of entity resolution approaches on real-world match problems (2010)Evaluation of entity resoluti…A Theory for Record Linkage (1969)A Theory for Record LinkageData Cleaning: Problems and Current Approaches. (2000)A comparison of string distance metrics for name-matching tasks (2003)Entity resolution (2012)Distributed representations of tuples for entity resolution (2018)Duplicate Record Detection: A Survey (2006)CrowdER (2012)NADEEF (2013)Interactive deduplication using active learning (2002)Data Cleaning (2019)Adaptive duplicate detection using learnable string similarity measures (2003)An Overview of End-to-End Entity Resolution for Big Data (2020)The merge/purge problem for large databases (1995)Neural Networks for Entity Matching: A Survey (2021)(Almost) all of entity resolution (2022)Data cleaning and machine learning: a systematic literature review (2024)Beyond the hype: Big data concepts, methods, and analytics (2014)The Four Generations of Entity Resolution (2021)Advances in Record-Linkage Methodology as Applied to Matching the 1985 Census of Tampa, Florida (1989)CleanML: A Study for Evaluating the Impact of Data Cleaning on ML Classification Tasks (2021)Deep learning for blocking in entity matching (2021)Can Foundation Models Wrangle Your Data? (2022)
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References

  • 1969A Theory for Record Linkage2,522 cited
  • 2011A Survey of Indexing Techniques for Scalable Record Linkage and Deduplication680 cited
  • 2018Deep Learning for Entity Matching554 cited
  • 2010Evaluation of entity resolution approaches on real-world match problems444 cited
  • 2020Deep entity matching with pre-trained language models403 cited
  • 2016Magellan262 cited
  • 2020Blocking and Filtering Techniques for Entity Resolution212 cited
  • 2018Distributed representations of tuples for entity resolution149 cited
  • 2019Low-resource Deep Entity Resolution with Transfer and Active Learning134 cited
  • 2019Deep Sequence-to-Sequence Entity Matching for Heterogeneous Entity Resolution88 cited
  • 2019The WDC Training Dataset and Gold Standard for Large-Scale Product Matching77 cited
  • 2021Deep Entity Matching63 cited
  • 2021Rotom63 cited
  • 2020A Comprehensive Benchmark Framework for Active Learning Methods in Entity Matching61 cited
  • 2020Hierarchical Matching Network for Heterogeneous Entity Resolution61 cited
  • 2019End-to-End Multi-Perspective Matching for Entity Resolution

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