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Generic Schema Matching, Ten Years Later

Summary: Ten years later, generic schema matching is treated as an independent problem, with taxonomy, a new matching algorithm, and a comparative evaluation framework. Surveys post-2001 advances, commercial deployments, and data-integration directions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
haac996cd85fbce20
Venue
VLDB
Year
2011
Pagerank
0.00010428871
Overall Rank
1,503 | 89.93%
DOI
10.14778/3402707.3402708

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{bernstein_vldb11,
        title = {{Generic Schema Matching, Ten Years Later}},
        author = {Bernstein, Philip A. and Madhavan, Jayant and Rahm, Erhard},
        journal = {PVLDB},
        series = {{VLDB} '11},
        volume = {4},
        number = {11},
        pages = {695--706},
        doi = {10.14778/3402707.3402708},
        url = {https://doi.org/10.14778/3402707.3402708},
        year = {2011}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019882429
2,265 Extraction and Integration of Partially Overlapping Web Sources 2013 VLDB 8.7205552e-05
2,289 Schema Extraction for Tabular Data on the Web 2013 VLDB 8.6813411e-05
3,231 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4899308e-05
3,680 Generating Concise Entity Matching Rules 2017 SIGMOD 7.0846793e-05
5,230 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.2059854e-05
7,804 LLM-Matcher: A Name-Based Schema Matching Tool using Large Language Models 2025 SIGMOD 5.4329661e-05
8,037 Generating Succinct Descriptions of Database Schemata for Cost-Efficient Prompting of Large Language Models 2024 VLDB 5.3863017e-05
8,158 Synthesizing Mapping Relationships Using Table Corpus 2017 SIGMOD 5.3726245e-05
9,257 A Quantum-Leap into Schema Matching: Beyond 1-to-1 Matchings 2025 PODS 5.1860131e-05
9,571 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1430298e-05
9,986 Meta-Mappings for Schema Mapping Reuse 2019 VLDB 5.0845636e-05
10,216 Adaptive Schema Databases 2017 CIDR 5.0468526e-05
12,252 (Artificial) Mind over Matter: Integrating Humans and Algorithms in Solving Matching Problems 2018 SIGMOD 4.9605343e-05
12,682 DrillBeyond: Enabling Business Analysts to Explore the Web of Open Data 2012 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
184 Schema Mapping as Query Discovery 2000 VLDB 0.00026196483
271 Reconciling Schemas of Disparate Data Sources: A Machine-Learning Approach 2001 SIGMOD 0.00022566676
298 Generic Schema Matching with Cupid 2001 VLDB 0.00021849408
349 Crawling the Hidden Web 2001 VLDB 0.0002018926
399 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019094502
795 Model Management 2.0: Manipulating Richer Mappings 2007 SIGMOD 0.00013895182
800 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD 0.00013834019
816 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD 0.00013671567
1,129 Schema and Ontology Matching with COMA++ 2005 SIGMOD 0.00011886258
1,225 Semantic Adaptation of Schema Mappings when Schemas Evolve 2005 VLDB 0.00011432568
1,464 Inverting Schema Mappings 2006 PODS 0.00010547427
1,584 Google’s Deep-Web Crawl 2008 VLDB 0.00010136933
1,820 Supporting Executable Mappings in Model Management 2005 SIGMOD 9.5518912e-05
2,060 Merging Models Based on Given Correspondences 2003 VLDB 9.0880006e-05
2,402 Quasi-inverses of Schema Mappings 2007 PODS 8.5051123e-05
2,418 Implementing Mapping Composition 2006 VLDB 8.4831825e-05
2,508 Compiling Mappings to Bridge Applications and Databases 2007 SIGMOD 8.3515858e-05
2,587 Tuning Schema Matching Software using Synthetic Scenarios 2005 VLDB 8.241309e-05
2,916 Incremental Schema Matching 2006 VLDB 7.8537021e-05
4,108 Flexible String Matching Against Large Databases in Practice 2004 VLDB 6.7899609e-05
4,255 OpenII: An Open Source Information Integration Toolkit 2010 SIGMOD 6.6852981e-05
5,508 HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009 VLDB 6.0881855e-05
5,765 Interactive Generation of Integrated Schemas 2008 SIGMOD 5.9839567e-05
6,324 Putting Context into Schema Matching 2006 VLDB 5.7958172e-05
7,039 A Gauss Function Based Approach for Unbalanced Ontology Matching 2009 SIGMOD 5.5987944e-05
7,475 AgreementMaker: Efficient Matching for Large Real-World Schemas and Ontologies 2009 VLDB 5.5023072e-05
13,231 Panel: Is Generic Metadata Management Feasible? 2000 VLDB 4.9605343e-05
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