Datasets › WDC SOTAB
WDC SOTAB
WDC SOTAB is a benchmark that features two annotation tasks: Column Type Annotation and Columns Property Annotation. The goal of the Column Type Annotation (CTA) task is to annotate the columns of a table with 91 Schema.org types, such as telephone, duration, Place, or Organization. The goal of the Columns Property Annotation (CPA) task is to annotate pairs of table columns with one out of 176 Schema.org properties, such as gtin13, startDate, priceValidUntil, or recipeIngredient. The benchmark consists of 59,548 tables annotated for CTA and 48,379 tables annotated for CPA originating from 74,215 different websites. The tables are split into training-, validation- and test sets for both tasks. The tables cover 17 popular Schema.org types including Product, LocalBusiness, Event, and JobPosting. The tables originate from the Schema.org Table Corpus.
Some characteristics for the different tasks are provided in the table below, where "Columns" refers to the number of columns/column pairs labeled and "Classes" to the number of unique classes used for annotation.
| Columns | Classes | |
|---|---|---|
| Column Property Annotation | 174,998 | 176 |
| Column Type Annotation | 162,351 | 91 |
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Column Type Annotation | WDC SOTAB | DODUO Micro F1 84.82 | SOTAB: The WDC Schema.org Table Annotation Benchmark | wbsg-uni-mannheim/wdc-sotab | 3 | Compare |
| Columns Property Annotation | WDC SOTAB | DODUO Micro F1 79.96 | SOTAB: The WDC Schema.org Table Annotation Benchmark | wbsg-uni-mannheim/wdc-sotab | 2 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 2. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models | 1 | 1 | 27 Oct 2023 | ran 8 of 12 samples (4 unverified) |
| SOTAB: The WDC Schema.org Table Annotation Benchmark | 1 | 4 | 9 Jan 2023 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- WDC SOTAB
1 variant name, as the archive lists them.
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