Hugging Face's logo

Datasets:
rmyeid
/
polyglot_ner

Tasks:
Token Classification
Sub-tasks:
named-entity-recognition
Languages:
Arabic
Bulgarian
Catalan
ArXiv:
License:
Dataset card Files
xet
Community
4
polyglot_ner / README.md
albertvillanova's picture
albertvillanova HF Staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
4eebd10
preview code
|
raw
history blame
22.5 kB
 ---
annotations_creators:
- machine-generated
language_creators:
- found
language:
- ar
- bg
- ca
- cs
- da
- de
- el
- en
- es
- et
- fa
- fi
- fr
- he
- hi
- hr
- hu
- id
- it
- ja
- ko
- lt
- lv
- ms
- nl
- 'no'
- pl
- pt
- ro
- ru
- sk
- sl
- sr
- sv
- th
- tl
- tr
- uk
- vi
- zh
license:
- unknown
multilinguality:
- multilingual
pretty_name: Polyglot-NER
size_categories:
- unknown
source_datasets:
- original
task_categories:
- token-classification
task_ids:
- named-entity-recognition
paperswithcode_id: polyglot-ner
dataset_info:
- config_name: ca
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 143746026
num_examples: 372665
download_size: 1107018606
dataset_size: 143746026
- config_name: de
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 156744752
num_examples: 547578
download_size: 1107018606
dataset_size: 156744752
- config_name: es
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 145387551
num_examples: 386699
download_size: 1107018606
dataset_size: 145387551
- config_name: fi
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 95175890
num_examples: 387465
download_size: 1107018606
dataset_size: 95175890
- config_name: hi
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 177698330
num_examples: 401648
download_size: 1107018606
dataset_size: 177698330
- config_name: id
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 152560050
num_examples: 463862
download_size: 1107018606
dataset_size: 152560050
- config_name: ko
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 174523416
num_examples: 560105
download_size: 1107018606
dataset_size: 174523416
- config_name: ms
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 155268778
num_examples: 528181
download_size: 1107018606
dataset_size: 155268778
- config_name: pl
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 159684112
num_examples: 623267
download_size: 1107018606
dataset_size: 159684112
- config_name: ru
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 200717423
num_examples: 551770
download_size: 1107018606
dataset_size: 200717423
- config_name: sr
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 183437513
num_examples: 559423
download_size: 1107018606
dataset_size: 183437513
- config_name: tl
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 47104871
num_examples: 160750
download_size: 1107018606
dataset_size: 47104871
- config_name: vi
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 141062258
num_examples: 351643
download_size: 1107018606
dataset_size: 141062258
- config_name: ar
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 183551222
num_examples: 339109
download_size: 1107018606
dataset_size: 183551222
- config_name: cs
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 156792129
num_examples: 564462
download_size: 1107018606
dataset_size: 156792129
- config_name: el
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 195456401
num_examples: 446052
download_size: 1107018606
dataset_size: 195456401
- config_name: et
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 21961619
num_examples: 87023
download_size: 1107018606
dataset_size: 21961619
- config_name: fr
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 147560734
num_examples: 418411
download_size: 1107018606
dataset_size: 147560734
- config_name: hr
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 154151689
num_examples: 629667
download_size: 1107018606
dataset_size: 154151689
- config_name: it
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 147520094
num_examples: 378325
download_size: 1107018606
dataset_size: 147520094
- config_name: lt
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 165319919
num_examples: 848018
download_size: 1107018606
dataset_size: 165319919
- config_name: nl
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 150737871
num_examples: 520664
download_size: 1107018606
dataset_size: 150737871
- config_name: pt
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 145627857
num_examples: 396773
download_size: 1107018606
dataset_size: 145627857
- config_name: sk
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 134174889
num_examples: 500135
download_size: 1107018606
dataset_size: 134174889
- config_name: sv
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 157058369
num_examples: 634881
download_size: 1107018606
dataset_size: 157058369
- config_name: tr
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 164456506
num_examples: 607324
download_size: 1107018606
dataset_size: 164456506
- config_name: zh
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 165056969
num_examples: 1570853
download_size: 1107018606
dataset_size: 165056969
- config_name: bg
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 190509195
num_examples: 559694
download_size: 1107018606
dataset_size: 190509195
- config_name: da
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 150551293
num_examples: 546440
download_size: 1107018606
dataset_size: 150551293
- config_name: en
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 145491677
num_examples: 423982
download_size: 1107018606
dataset_size: 145491677
- config_name: fa
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 180093656
num_examples: 492903
download_size: 1107018606
dataset_size: 180093656
- config_name: he
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 177231613
num_examples: 459933
download_size: 1107018606
dataset_size: 177231613
- config_name: hu
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 160702240
num_examples: 590218
download_size: 1107018606
dataset_size: 160702240
- config_name: ja
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 193679570
num_examples: 1691018
download_size: 1107018606
dataset_size: 193679570
- config_name: lv
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 76256241
num_examples: 331568
download_size: 1107018606
dataset_size: 76256241
- config_name: 'no'
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 152431612
num_examples: 552176
download_size: 1107018606
dataset_size: 152431612
- config_name: ro
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 96369897
num_examples: 285985
download_size: 1107018606
dataset_size: 96369897
- config_name: sl
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 148140079
num_examples: 521251
download_size: 1107018606
dataset_size: 148140079
- config_name: th
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 360409343
num_examples: 217631
download_size: 1107018606
dataset_size: 360409343
- config_name: uk
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 198251631
num_examples: 561373
download_size: 1107018606
dataset_size: 198251631
- config_name: combined
features:
- name: id
dtype: string
- name: lang
dtype: string
- name: words
sequence: string
- name: ner
sequence: string
splits:
- name: train
num_bytes: 6286855097
num_examples: 21070925
download_size: 1107018606
dataset_size: 6286855097
---
# Dataset Card for Polyglot-NER
## Table of Contents
- [Dataset Description](#dataset-description)
- [Dataset Summary](#dataset-summary)
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
- [Languages](#languages)
- [Dataset Structure](#dataset-structure)
- [Data Instances](#data-instances)
- [Data Fields](#data-fields)
- [Data Splits](#data-splits)
- [Dataset Creation](#dataset-creation)
- [Curation Rationale](#curation-rationale)
- [Source Data](#source-data)
- [Annotations](#annotations)
- [Personal and Sensitive Information](#personal-and-sensitive-information)
- [Considerations for Using the Data](#considerations-for-using-the-data)
- [Social Impact of Dataset](#social-impact-of-dataset)
- [Discussion of Biases](#discussion-of-biases)
- [Other Known Limitations](#other-known-limitations)
- [Additional Information](#additional-information)
- [Dataset Curators](#dataset-curators)
- [Licensing Information](#licensing-information)
- [Citation Information](#citation-information)
- [Contributions](#contributions)
## Dataset Description
- **Homepage:** [https://sites.google.com/site/rmyeid/projects/polylgot-ner](https://sites.google.com/site/rmyeid/projects/polylgot-ner)
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
- **Size of downloaded dataset files:** 45.39 GB
- **Size of the generated dataset:** 12.54 GB
- **Total amount of disk used:** 57.93 GB
### Dataset Summary
Polyglot-NER
A training dataset automatically generated from Wikipedia and Freebase the task
of named entity recognition. The dataset contains the basic Wikipedia based
training data for 40 languages we have (with coreference resolution) for the task of
named entity recognition. The details of the procedure of generating them is outlined in
Section 3 of the paper (https://arxiv.org/abs/1410.3791). Each config contains the data
corresponding to a different language. For example, "es" includes only spanish examples.
### Supported Tasks and Leaderboards
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Languages
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Dataset Structure
### Data Instances
#### ar
- **Size of downloaded dataset files:** 1.11 GB
- **Size of the generated dataset:** 183.55 MB
- **Total amount of disk used:** 1.29 GB
An example of 'train' looks as follows.
```
This example was too long and was cropped:
{
"id": "2",
"lang": "ar",
"ner": ["O", "O", "O", "O", "O", "O", "O", "O", "LOC", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "PER", "PER", "PER", "PER", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O"],
"words": "[\"وفي\", \"مرحلة\", \"موالية\", \"أنشأت\", \"قبيلة\", \"مكناسة\", \"الزناتية\", \"مكناسة\", \"تازة\", \",\", \"وأقام\", \"بها\", \"المرابطون\", \"قلعة\", \"..."
}
```
#### bg
- **Size of downloaded dataset files:** 1.11 GB
- **Size of the generated dataset:** 190.51 MB
- **Total amount of disk used:** 1.30 GB
An example of 'train' looks as follows.
```
This example was too long and was cropped:
{
"id": "1",
"lang": "bg",
"ner": ["O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O"],
"words": "[\"Дефиниция\", \"Наименованията\", \"\\\"\", \"книжовен\", \"\\\"/\\\"\", \"литературен\", \"\\\"\", \"език\", \"на\", \"български\", \"за\", \"тази\", \"кодифи..."
}
```
#### ca
- **Size of downloaded dataset files:** 1.11 GB
- **Size of the generated dataset:** 143.75 MB
- **Total amount of disk used:** 1.25 GB
An example of 'train' looks as follows.
```
This example was too long and was cropped:
{
"id": "2",
"lang": "ca",
"ner": "[\"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O\", \"O...",
"words": "[\"Com\", \"a\", \"compositor\", \"deixà\", \"un\", \"immens\", \"llegat\", \"que\", \"inclou\", \"8\", \"simfonies\", \"(\", \"1822\", \"),\", \"diverses\", ..."
}
```
#### combined
- **Size of downloaded dataset files:** 1.11 GB
- **Size of the generated dataset:** 6.29 GB
- **Total amount of disk used:** 7.39 GB
An example of 'train' looks as follows.
```
This example was too long and was cropped:
{
"id": "18",
"lang": "es",
"ner": ["O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O"],
"words": "[\"Los\", \"cambios\", \"en\", \"la\", \"energía\", \"libre\", \"de\", \"Gibbs\", \"\\\\\", \"Delta\", \"G\", \"nos\", \"dan\", \"una\", \"cuantificación\", \"de..."
}
```
#### cs
- **Size of downloaded dataset files:** 1.11 GB
- **Size of the generated dataset:** 156.79 MB
- **Total amount of disk used:** 1.26 GB
An example of 'train' looks as follows.
```
This example was too long and was cropped:
{
"id": "3",
"lang": "cs",
"ner": ["O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O", "O"],
"words": "[\"Historie\", \"Symfonická\", \"forma\", \"se\", \"rozvinula\", \"se\", \"především\", \"v\", \"období\", \"klasicismu\", \"a\", \"romantismu\", \",\", \"..."
}
```
### Data Fields
The data fields are the same among all splits.
#### ar
- `id`: a `string` feature.
- `lang`: a `string` feature.
- `words`: a `list` of `string` features.
- `ner`: a `list` of `string` features.
#### bg
- `id`: a `string` feature.
- `lang`: a `string` feature.
- `words`: a `list` of `string` features.
- `ner`: a `list` of `string` features.
#### ca
- `id`: a `string` feature.
- `lang`: a `string` feature.
- `words`: a `list` of `string` features.
- `ner`: a `list` of `string` features.
#### combined
- `id`: a `string` feature.
- `lang`: a `string` feature.
- `words`: a `list` of `string` features.
- `ner`: a `list` of `string` features.
#### cs
- `id`: a `string` feature.
- `lang`: a `string` feature.
- `words`: a `list` of `string` features.
- `ner`: a `list` of `string` features.
### Data Splits
| name | train |
|----------|---------:|
| ar | 339109 |
| bg | 559694 |
| ca | 372665 |
| combined | 21070925 |
| cs | 564462 |
## Dataset Creation
### Curation Rationale
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Source Data
#### Initial Data Collection and Normalization
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
#### Who are the source language producers?
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Annotations
#### Annotation process
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
#### Who are the annotators?
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Personal and Sensitive Information
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Considerations for Using the Data
### Social Impact of Dataset
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Discussion of Biases
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Other Known Limitations
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
## Additional Information
### Dataset Curators
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Licensing Information
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
### Citation Information
```
@article{polyglotner,
author = {Al-Rfou, Rami and Kulkarni, Vivek and Perozzi, Bryan and Skiena, Steven},
title = {{Polyglot-NER}: Massive Multilingual Named Entity Recognition},
journal = {{Proceedings of the 2015 {SIAM} International Conference on Data Mining, Vancouver, British Columbia, Canada, April 30- May 2, 2015}},
month = {April},
year = {2015},
publisher = {SIAM},
}
```
### Contributions
Thanks to [@joeddav](https://github.com/joeddav) for adding this dataset.