Cornet: Learning Table Formatting Rules By Example
Summary: Cornet learns spreadsheet conditional-formatting rules from example cells using symbolic rule enumeration ranked by a neural model, introducing inductive synthesis for presentation logic. On 1.8M worksheets (≈450K rules) it outperforms baselines, often yields shorter/hidden rules, and generalizes to filtering and multi-column cases. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Mukul Singh
- 2. José Cambronero Sánchez
- 3. Sumit Gulwani
- 4. Vu Le
- 5. Carina Negreanu
- 6. Mohammad Raza
- 7. Gust Verbruggen
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,683 | FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language | 2024 | VLDB | 4.4686885e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,459 | Query From Examples: An Iterative, Data-Driven Approach to Query Construction | 2015 | VLDB | 0.00011889802 |
| 1,509 | Discovering Queries based on Example Tuples | 2014 | SIGMOD | 0.00011612727 |
| 3,661 | Example-Driven Query Intent Discovery: Abductive Reasoning using Semantic Similarity | 2019 | VLDB | 6.8689912e-05 |
| 6,996 | Web Data Extraction using Hybrid Program Synthesis: A Combination of Top-down and Bottom-up Inference | 2020 | SIGMOD | 4.8681362e-05 |
| 7,926 | CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning | 2021 | SIGMOD | 4.6144554e-05 |
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