# DIALITE: Discover, Align and Integrate Open Data Tables

arXiv: https://arxiv.org/abs/2304.08285 · HTML: https://mlsanity.com/paper/2304.08285/

## Key facts

- Cited by 4 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 17 Apr 2023.

## Built on by (most cited first, 4 of 4)

- [VerifAI: Verified Generative AI](https://mlsanity.com/paper/2307.02796/) (2023)
- [Retrieve, Merge, Predict: Augmenting Tables with Data Lakes](https://mlsanity.com/paper/2402.06282/) (2024)
- [FeatNavigator: Automatic Feature Augmentation on Tabular Data](https://mlsanity.com/paper/2406.09534/) (2024)
- [TabSketchFM: Sketch-based Tabular Representation Learning for Data Discovery over Data Lakes](https://mlsanity.com/paper/2407.01619/) (2024)

## 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.