Sort it Like You Mean It: Discovering Semantically Interesting Attribute Augmentations to Sort Tables
Summary: InsightSort: an end-to-end system that discovers semantically meaningful attribute augmentations by linking an input table to data lake tables to enable richer, more insightful sorts. Uses an LLM to synthesize top-k diverse sorting attributes. (summarized by gpt-5-mini on Feb 09 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 936 | Data Lake Management: Challenges and Opportunities | 2019 | VLDB | 0.00015197838 |
| 3,326 | DeepJoin: Joinable Table Discovery with Pre-trained Language Models | 2023 | VLDB | 7.2148323e-05 |
| 7,276 | DICE: Data Discovery by Example | 2021 | VLDB | 4.773228e-05 |
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