DIALITE: Discover, Align and Integrate Open Data Tables
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Abstract (arXiv)
We demonstrate a novel table discovery pipeline called DIALITE that allows users to discover, integrate and analyze open data tables. DIALITE has three main stages. First, it allows users to discover tables from open data platforms using state-of-the-art table discovery techniques. Second, DIALITE integrates the discovered tables to produce an integrated table. Finally, it allows users to analyze the integration result by applying different downstreaming tasks over it. Our pipeline is flexible such that the user can easily add and compare additional discovery and integration algorithms.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Apr 2023.
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Citing papers per year: 2023: 1; 2024: 3.
4 papers.
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- 2024TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes28 Jun 2024
- 2024FeatNavigator: Automatic Feature Augmentation on Tabular Data13 Jun 2024
- 2024Retrieve, Merge, Predict: Augmenting Tables with Data Lakes9 Feb 2024
- 2023VerifAI: Verified Generative AI6 Jul 2023