Datasets › ToTTo
ToTTo
ToTTo is an open-domain English table-to-text dataset with over 120,000 training examples that proposes a controlled generation task: given a Wikipedia table and a set of highlighted table cells, produce a one-sentence description.
During the dataset creation process, tables from English Wikipedia are matched with (noisy) descriptions. Each table cell mentioned in the description is highlighted and the descriptions are iteratively cleaned and corrected to faithfully reflect the content of the highlighted cells.
Source: Google Research Datasets
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | ||||
|---|---|---|---|---|---|---|
| Data-to-Text Generation | ToTTo | T5-3B BLEU 49.5 | Text-to-Text Pre-Training for Data-to-Text Tasks | google-research-datasets/ToTTo +1 | 6 | Compare |
Papers archive 2025-07-28
4 shown of 4 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 60. 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 | |||
|---|---|---|---|---|
| Robust (Controlled) Table-to-Text Generation with Structure-Aware Equivariance Learning | 1 | 1 | 8 May 2022 | ran 1 of 1 samples (0 unverified) |
| The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics | 0 | 1 | 2 Feb 2021 | not harvested |
| Text-to-Text Pre-Training for Data-to-Text Tasks | 2 | 1 | 21 May 2020 | not harvested |
| ToTTo: A Controlled Table-To-Text Generation Dataset | 1 | 3 | 29 Apr 2020 | not harvested |
Dataset loaders archive 2025-07-28
4 loaders as listed in the archive; links are outbound and not re-checked here.
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
Variants archive 2025-07-28
- ToTTo
1 variant name, as the archive lists them.
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