Datasets:
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
4eebd10
| 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: | |
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| features: | |
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| dtype: string | |
| - name: lang | |
| dtype: string | |
| - name: words | |
| sequence: string | |
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| sequence: string | |
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| download_size: 1107018606 | |
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| dtype: string | |
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| dtype: string | |
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| # 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. |