DataXFormer: Leveraging the Web for Semantic Transformations
Summary: DataXFormer leverages Web tables and dynamically-wrapped Web forms to automatically discover explicit value-mapping reference datasets for semantic data transformations. Combines an inductive filter–refine search over web tables with dynamic form retrieval, covering >80% of real-world transformation queries. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ziawasch Abedjan (Massachusetts Institute of Technology)
- 2. John Morcos (University of Waterloo)
- 3. Michael Gubanov (Massachusetts Institute of Technology)
- 4. Ihab F. Ilyas (University of Waterloo)
- 5. Michael Stonebraker (Massachusetts Institute of Technology)
- 6. Paolo Papotti (Qatar Computing Research Institute)
- 7. Mourad Ouzzani (Qatar Computing Research Institute)
BibTeX Citation
@inproceedings{abedjan_cidr15,
address = {Amsterdam, Netherlands},
series = {{CIDR} '15},
title = {{DataXFormer: Leveraging the Web for Semantic Transformations}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Abedjan, Ziawasch and Morcos, John and Gubanov, Michael and Ilyas, Ihab F. and Stonebraker, Michael and Papotti, Paolo and Ouzzani, Mourad},
year = {2015}
}
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,160 | BlinkFill: Semi-supervised Programming By Example for Syntactic String Transformations | 2016 | VLDB | 0.00011883163 |
| 4,546 | DataXFormer: An Interactive Data Transformation Tool | 2015 | SIGMOD | 6.6374215e-05 |
| 5,479 | MATE: Multi-Attribute Table Extraction | 2022 | VLDB | 6.204351e-05 |
| 8,491 | Synthesizing Mapping Relationships Using Table Corpus | 2017 | SIGMOD | 5.414689e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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| 4 | 4,412 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB |
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| 8 | 6,545 | DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models | 2024 | SIGMOD |
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| 10 | 4,546 | DataXFormer: An Interactive Data Transformation Tool | 2015 | SIGMOD |