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Valentine in Action: Matching Tabular Data at Scale

Summary: Open-source Valentine suite for scalable tabular-schema matching. Holistic matching ingests heterogeneous sources, outputs column similarity, and provides a GUI to fabricate datasets and evaluate matching methods for scalable dataset discovery in data lakes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12495
Venue
VLDB
Year
2021
Pagerank
4.1945683e-05
Overall Rank
11,528 | 19.81%
DOI
10.14778/3476311.3476366

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Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
382 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00024823252
1,178 Table Union Search on Open Data 2018 VLDB 0.00013468118
1,762 Tuning Schema Matching Software using Synthetic Scenarios 2005 VLDB 0.00010646894
2,788 Incremental Schema Matching 2006 VLDB 8.1251255e-05
4,486 OpenII: An Open Source Information Integration Toolkit 2010 SIGMOD 6.1455674e-05
5,646 XBenchMatch: a Benchmark for XML Schema Matching Tools 2007 VLDB 5.3919887e-05
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