- Description:
WikiBio is constructed using Wikipedia biography pages, it contains the first paragraph and the infobox tokenized. The dataset follows a standarized table format.
Additional Documentation: Explore on Papers With Code
Homepage: https://github.com/DavidGrangier/wikipedia-biography-dataset
Source code:
tfds.structured.WikiBio
Versions:
0.1.0
(default): No release notes.
Download size:
318.53 MiB
Dataset size:
795.98 MiB
Auto-cached (documentation): No
Splits:
Split | Examples |
---|---|
'test' |
72,831 |
'train' |
582,659 |
'validation' |
72,831 |
- Feature structure:
FeaturesDict({
'input_text': FeaturesDict({
'context': string,
'table': Sequence({
'column_header': string,
'content': string,
'row_number': int16,
}),
}),
'target_text': string,
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
FeaturesDict | ||||
input_text | FeaturesDict | |||
input_text/context | Tensor | string | ||
input_text/table | Sequence | |||
input_text/table/column_header | Tensor | string | ||
input_text/table/content | Tensor | string | ||
input_text/table/row_number | Tensor | int16 | ||
target_text | Tensor | string |
Supervised keys (See
as_supervised
doc):('input_text', 'target_text')
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe):
- Citation:
@inproceedings{lebret-etal-2016-neural,
title = "Neural Text Generation from Structured Data with Application to the Biography Domain",
author = "Lebret, R{'e}mi and
Grangier, David and
Auli, Michael",
booktitle = "Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing",
month = nov,
year = "2016",
address = "Austin, Texas",
publisher = "Association for Computational Linguistics",
url = "https://www.aclweb.org/anthology/D16-1128",
doi = "10.18653/v1/D16-1128",
pages = "1203--1213",
}