Synthesizing Mapping Relationships Using Table Corpus
Summary: Synthesizes mapping relationships from a large table corpus by extracting co-occurring column pairs; uses functional-dependency constraints for validation. Web tables and enterprise spreadsheets yield high-quality mappings (e.g., country-country-code, company-stock-ticker) for cleaning and data integration. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,506 | Auto-Detect: Data-Driven Error Detection in Tables | 2018 | SIGMOD | 8.6335464e-05 |
| 3,252 | Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks | 2020 | SIGMOD | 7.3178277e-05 |
| 3,478 | Transform-Data-by-Example (TDE): An Extensible Search Engine for Data Transformations | 2018 | VLDB | 7.054159e-05 |
| 5,096 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB | 5.7011825e-05 |
| 6,416 | Synthesizing Type-Detection Logic for Rich Semantic Data Types using Open-source Code | 2018 | SIGMOD | 5.072267e-05 |
| 6,800 | DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models | 2024 | SIGMOD | 4.9231471e-05 |
| 8,042 | Transform-Data-by-Example (TDE): Extensible Data Transformation in Excel | 2018 | SIGMOD | 4.5994569e-05 |
| 9,399 | TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations | 2025 | VLDB | 4.3441378e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,850 | SEMA-JOIN: Joining Semantically-Related Tables Using Big Table Corpora | 2015 | VLDB | 5.8768452e-05 |
| 1,001 | Recovering Semantics of Tables on the Web | 2011 | VLDB | 0.00014706505 |
| 3,735 | Auto-Join: Joining Tables by Leveraging Transformations | 2017 | VLDB | 6.8061318e-05 |
| 3,824 | Correlation Sketches for Approximate Join-Correlation Queries | 2021 | SIGMOD | 6.7260705e-05 |
| 420 | InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables | 2012 | SIGMOD | 0.00023719065 |
| 6,800 | DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models | 2024 | SIGMOD | 4.9231471e-05 |
| 1,914 | Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks | 2020 | SIGMOD | 0.00010109102 |
| 1,367 | Answering Table Queries on the Web using Column Keywords | 2012 | VLDB | 0.00012349783 |
| 6,155 | MapMerge: Correlating Independent Schema Mappings | 2010 | VLDB | 5.1802715e-05 |
| 818 | Finding Related Tables | 2012 | SIGMOD | 0.00016311524 |