Datasets:
Update files from the datasets library (from 1.3.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.3.0
README.md
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| 1 |
+
---
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| 2 |
+
---
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+
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+
# Dataset Card for "polyglot_ner"
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| 5 |
+
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+
## Table of Contents
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| 7 |
+
- [Dataset Description](#dataset-description)
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| 8 |
+
- [Dataset Summary](#dataset-summary)
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| 9 |
+
- [Supported Tasks](#supported-tasks)
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| 10 |
+
- [Languages](#languages)
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| 11 |
+
- [Dataset Structure](#dataset-structure)
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| 12 |
+
- [Data Instances](#data-instances)
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| 13 |
+
- [Data Fields](#data-fields)
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| 14 |
+
- [Data Splits Sample Size](#data-splits-sample-size)
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| 15 |
+
- [Dataset Creation](#dataset-creation)
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| 16 |
+
- [Curation Rationale](#curation-rationale)
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| 17 |
+
- [Source Data](#source-data)
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| 18 |
+
- [Annotations](#annotations)
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| 19 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 20 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 21 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 22 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 23 |
+
- [Other Known Limitations](#other-known-limitations)
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| 24 |
+
- [Additional Information](#additional-information)
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| 25 |
+
- [Dataset Curators](#dataset-curators)
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| 26 |
+
- [Licensing Information](#licensing-information)
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| 27 |
+
- [Citation Information](#citation-information)
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| 28 |
+
- [Contributions](#contributions)
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| 29 |
+
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| 30 |
+
## [Dataset Description](#dataset-description)
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| 31 |
+
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| 32 |
+
- **Homepage:** [https://sites.google.com/site/rmyeid/projects/polylgot-ner](https://sites.google.com/site/rmyeid/projects/polylgot-ner)
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| 33 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 34 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 35 |
+
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 36 |
+
- **Size of downloaded dataset files:** 43285.14 MB
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| 37 |
+
- **Size of the generated dataset:** 11958.61 MB
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| 38 |
+
- **Total amount of disk used:** 55243.75 MB
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| 39 |
+
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| 40 |
+
### [Dataset Summary](#dataset-summary)
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+
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| 42 |
+
Polyglot-NER
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+
A training dataset automatically generated from Wikipedia and Freebase the task
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| 44 |
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of named entity recognition. The dataset contains the basic Wikipedia based
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| 45 |
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training data for 40 languages we have (with coreference resolution) for the task of
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| 46 |
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named entity recognition. The details of the procedure of generating them is outlined in
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| 47 |
+
Section 3 of the paper (https://arxiv.org/abs/1410.3791). Each config contains the data
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| 48 |
+
corresponding to a different language. For example, "es" includes only spanish examples.
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| 49 |
+
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| 50 |
+
### [Supported Tasks](#supported-tasks)
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| 51 |
+
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| 52 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 53 |
+
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| 54 |
+
### [Languages](#languages)
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| 55 |
+
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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## [Dataset Structure](#dataset-structure)
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| 60 |
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We show detailed information for up to 5 configurations of the dataset.
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| 61 |
+
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### [Data Instances](#data-instances)
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| 63 |
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| 64 |
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#### ar
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| 65 |
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| 66 |
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- **Size of downloaded dataset files:** 1055.74 MB
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| 67 |
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- **Size of the generated dataset:** 175.05 MB
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| 68 |
+
- **Total amount of disk used:** 1230.78 MB
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| 69 |
+
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| 70 |
+
An example of 'train' looks as follows.
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| 71 |
+
```
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| 72 |
+
This example was too long and was cropped:
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| 73 |
+
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| 74 |
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{
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| 75 |
+
"id": "2",
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| 76 |
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"lang": "ar",
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| 77 |
+
"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"],
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| 78 |
+
"words": "[\"وفي\", \"مرحلة\", \"موالية\", \"أنشأت\", \"قبيلة\", \"مكناسة\", \"الزناتية\", \"مكناسة\", \"تازة\", \",\", \"وأقام\", \"بها\", \"المرابطون\", \"قلعة\", \"..."
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| 79 |
+
}
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| 80 |
+
```
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| 81 |
+
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#### bg
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| 83 |
+
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| 84 |
+
- **Size of downloaded dataset files:** 1055.74 MB
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| 85 |
+
- **Size of the generated dataset:** 181.68 MB
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| 86 |
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- **Total amount of disk used:** 1237.42 MB
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| 87 |
+
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| 88 |
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An example of 'train' looks as follows.
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```
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This example was too long and was cropped:
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{
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"id": "1",
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"lang": "bg",
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| 95 |
+
"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"],
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| 96 |
+
"words": "[\"Дефиниция\", \"Наименованията\", \"\\\"\", \"книжовен\", \"\\\"/\\\"\", \"литературен\", \"\\\"\", \"език\", \"на\", \"български\", \"за\", \"тази\", \"кодифи..."
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| 97 |
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}
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```
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#### ca
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| 101 |
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| 102 |
+
- **Size of downloaded dataset files:** 1055.74 MB
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| 103 |
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- **Size of the generated dataset:** 137.09 MB
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| 104 |
+
- **Total amount of disk used:** 1192.82 MB
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| 105 |
+
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| 106 |
+
An example of 'train' looks as follows.
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```
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| 108 |
+
This example was too long and was cropped:
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| 109 |
+
|
| 110 |
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{
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| 111 |
+
"id": "2",
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| 112 |
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"lang": "ca",
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| 113 |
+
"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...",
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| 114 |
+
"words": "[\"Com\", \"a\", \"compositor\", \"deix��\", \"un\", \"immens\", \"llegat\", \"que\", \"inclou\", \"8\", \"simfonies\", \"(\", \"1822\", \"),\", \"diverses\", ..."
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| 115 |
+
}
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```
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| 117 |
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| 118 |
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#### combined
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| 119 |
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| 120 |
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- **Size of downloaded dataset files:** 1055.74 MB
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| 121 |
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- **Size of the generated dataset:** 5995.61 MB
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| 122 |
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- **Total amount of disk used:** 7051.35 MB
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| 123 |
+
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| 124 |
+
An example of 'train' looks as follows.
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| 125 |
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```
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| 126 |
+
This example was too long and was cropped:
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| 127 |
+
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| 128 |
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{
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| 129 |
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"id": "18",
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| 130 |
+
"lang": "es",
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| 131 |
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"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"],
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| 132 |
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"words": "[\"Los\", \"cambios\", \"en\", \"la\", \"energía\", \"libre\", \"de\", \"Gibbs\", \"\\\\\", \"Delta\", \"G\", \"nos\", \"dan\", \"una\", \"cuantificación\", \"de..."
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| 133 |
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}
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```
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| 135 |
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#### cs
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| 138 |
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- **Size of downloaded dataset files:** 1055.74 MB
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| 139 |
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- **Size of the generated dataset:** 149.53 MB
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| 140 |
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- **Total amount of disk used:** 1205.26 MB
|
| 141 |
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|
| 142 |
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An example of 'train' looks as follows.
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| 143 |
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```
|
| 144 |
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This example was too long and was cropped:
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{
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"id": "3",
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"lang": "cs",
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| 149 |
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"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"],
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"words": "[\"Historie\", \"Symfonická\", \"forma\", \"se\", \"rozvinula\", \"se\", \"především\", \"v\", \"období\", \"klasicismu\", \"a\", \"romantismu\", \",\", \"..."
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}
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```
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| 153 |
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| 154 |
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### [Data Fields](#data-fields)
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The data fields are the same among all splits.
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#### ar
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- `id`: a `string` feature.
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- `lang`: a `string` feature.
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- `words`: a `list` of `string` features.
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- `ner`: a `list` of `string` features.
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#### bg
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- `id`: a `string` feature.
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| 166 |
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- `lang`: a `string` feature.
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| 167 |
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- `words`: a `list` of `string` features.
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| 168 |
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- `ner`: a `list` of `string` features.
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+
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#### ca
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- `id`: a `string` feature.
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| 172 |
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- `lang`: a `string` feature.
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| 173 |
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- `words`: a `list` of `string` features.
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| 174 |
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- `ner`: a `list` of `string` features.
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+
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#### combined
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- `id`: a `string` feature.
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| 178 |
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- `lang`: a `string` feature.
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| 179 |
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- `words`: a `list` of `string` features.
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| 180 |
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- `ner`: a `list` of `string` features.
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| 181 |
+
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| 182 |
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#### cs
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- `id`: a `string` feature.
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| 184 |
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- `lang`: a `string` feature.
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- `words`: a `list` of `string` features.
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| 186 |
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- `ner`: a `list` of `string` features.
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### [Data Splits Sample Size](#data-splits-sample-size)
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| name | train |
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|--------|-------:|
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|ar | 339109|
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|bg | 559694|
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|ca | 372665|
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|combined|21070925|
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|cs | 564462|
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## [Dataset Creation](#dataset-creation)
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+
|
| 200 |
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### [Curation Rationale](#curation-rationale)
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 203 |
+
|
| 204 |
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### [Source Data](#source-data)
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+
|
| 206 |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 207 |
+
|
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### [Annotations](#annotations)
|
| 209 |
+
|
| 210 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 211 |
+
|
| 212 |
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### [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 213 |
+
|
| 214 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 215 |
+
|
| 216 |
+
## [Considerations for Using the Data](#considerations-for-using-the-data)
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+
|
| 218 |
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### [Social Impact of Dataset](#social-impact-of-dataset)
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| 219 |
+
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| 220 |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 221 |
+
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| 222 |
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### [Discussion of Biases](#discussion-of-biases)
|
| 223 |
+
|
| 224 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 225 |
+
|
| 226 |
+
### [Other Known Limitations](#other-known-limitations)
|
| 227 |
+
|
| 228 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 229 |
+
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## [Additional Information](#additional-information)
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+
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| 232 |
+
### [Dataset Curators](#dataset-curators)
|
| 233 |
+
|
| 234 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 235 |
+
|
| 236 |
+
### [Licensing Information](#licensing-information)
|
| 237 |
+
|
| 238 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 239 |
+
|
| 240 |
+
### [Citation Information](#citation-information)
|
| 241 |
+
|
| 242 |
+
```
|
| 243 |
+
@article{polyglotner,
|
| 244 |
+
author = {Al-Rfou, Rami and Kulkarni, Vivek and Perozzi, Bryan and Skiena, Steven},
|
| 245 |
+
title = {{Polyglot-NER}: Massive Multilingual Named Entity Recognition},
|
| 246 |
+
journal = {{Proceedings of the 2015 {SIAM} International Conference on Data Mining, Vancouver, British Columbia, Canada, April 30- May 2, 2015}},
|
| 247 |
+
month = {April},
|
| 248 |
+
year = {2015},
|
| 249 |
+
publisher = {SIAM},
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
```
|
| 253 |
+
|
| 254 |
+
|
| 255 |
+
### Contributions
|
| 256 |
+
|
| 257 |
+
Thanks to [@joeddav](https://github.com/joeddav) for adding this dataset.
|