dataset_info:
features:
- name: input_text
struct:
- name: table
sequence:
- name: column_header
dtype: string
- name: row_number
dtype: int16
- name: content
dtype: string
- name: context
dtype: string
- name: target_text
dtype: string
splits:
- name: train
num_bytes: 618360823
num_examples: 582659
- name: test
num_bytes: 77151100
num_examples: 72831
- name: val
num_bytes: 77221306
num_examples: 72831
download_size: 411803739
dataset_size: 772733229
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: test
path: data/test-*
- split: val
path: data/val-*
Table of Contents
- Dataset Description
- Dataset Structure
- Dataset Creation
- Considerations for Using the Data
- Additional Information
Dataset Description
We create this dataset as a mirror of the original huggingface dataset, since this contains remote code which is no longer supported by latest versions of the datasets library.
- Repository: https://github.com/DavidGrangier/wikipedia-biography-dataset
- Paper: https://arxiv.org/pdf/1603.07771.pdf
- GitHub: https://github.com/DavidGrangier/wikipedia-biography-dataset
Dataset Summary
This Dataset contains 728321 biographies extracted from Wikipedia containing the first paragraph of the biography and the tabular infobox.
Supported Tasks and Leaderboards
The main purpose of this dataset is developing text generation models.
Languages
English.
Data Fields
The structure of a single sample is the following:
{
"input_text":{
"context":"pope michael iii of alexandria\n",
"table":{
"column_header":[
"type",
"ended",
"death_date",
"title",
"enthroned",
"name",
"buried",
"religion",
"predecessor",
"nationality",
"article_title",
"feast_day",
"birth_place",
"residence",
"successor"
],
"content":[
"pope",
"16 march 907",
"16 march 907",
"56th of st. mark pope of alexandria & patriarch of the see",
"25 april 880",
"michael iii of alexandria",
"monastery of saint macarius the great",
"coptic orthodox christian",
"shenouda i",
"egyptian",
"pope michael iii of alexandria\n",
"16 -rrb- march -lrb- 20 baramhat in the coptic calendar",
"egypt",
"saint mark 's church",
"gabriel i"
],
"row_number":[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]
}
},
"target_text":"pope michael iii of alexandria -lrb- also known as khail iii -rrb- was the coptic pope of alexandria and patriarch of the see of st. mark -lrb- 880 -- 907 -rrb- .\nin 882 , the governor of egypt , ahmad ibn tulun , forced khail to pay heavy contributions , forcing him to sell a church and some attached properties to the local jewish community .\nthis building was at one time believed to have later become the site of the cairo geniza .\n"
}
where, in the "table" field, all the information of the Wikpedia infobox is stored (the header of the infobox is stored in "column_header" and the information in the "content" field).
Data Splits
- Train: 582659 samples.
- Test: 72831 samples.
- Validation: 72831 samples.
Source Data
This dataset was announced in the paper Neural Text Generation from Structured Data with Application to the Biography Domain (arxiv link) and is stored in this repo (owned by DavidGrangier).
Licensing Information
This dataset is ditributed under Creative Comons CC BY-SA 3.0 License.
Citation Information
For refering the original paper in BibTex format:
@article{DBLP:journals/corr/LebretGA16,
author = {R{\'{e}}mi Lebret and
David Grangier and
Michael Auli},
title = {Generating Text from Structured Data with Application to the Biography
Domain},
journal = {CoRR},
volume = {abs/1603.07771},
year = {2016},
url = {http://arxiv.org/abs/1603.07771},
archivePrefix = {arXiv},
eprint = {1603.07771},
timestamp = {Mon, 13 Aug 2018 16:48:30 +0200},
biburl = {https://dblp.org/rec/journals/corr/LebretGA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
Contributions
Thanks to @alejandrocros for adding this dataset.