Datasets:
Tasks:
Token Classification
Modalities:
Text
Sub-tasks:
part-of-speech
Languages:
English
Size:
1K - 10K
License:
| annotations_creators: | |
| - expert-generated | |
| language_creators: | |
| - found | |
| language: | |
| - en | |
| license: | |
| - cc-by-4.0 | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - token-classification | |
| task_ids: | |
| - part-of-speech | |
| paperswithcode_id: ritter-pos | |
| pretty_name: Twitter Part-of-speech | |
| # Dataset Card for "twitter-pos" | |
| ## 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://gate.ac.uk/wiki/twitter-postagger.html](https://gate.ac.uk/wiki/twitter-postagger.html) | |
| - **Repository:** [https://github.com/GateNLP/gateplugin-Twitter](https://github.com/GateNLP/gateplugin-Twitter) | |
| - **Paper:** [https://aclanthology.org/R13-1026/](https://aclanthology.org/R13-1026/) | |
| - **Point of Contact:** [Leon Derczynski](https://github.com/leondz) | |
| - **Size of downloaded dataset files:** 51.96 MiB | |
| - **Size of the generated dataset:** 251.22 KiB | |
| - **Total amount of disk used:** 52.05 MB | |
| ### Dataset Summary | |
| Part-of-speech information is basic NLP task. However, Twitter text | |
| is difficult to part-of-speech tag: it is noisy, with linguistic errors and idiosyncratic style. | |
| This dataset contains two datasets for English PoS tagging for tweets: | |
| * Ritter, with train/dev/test | |
| * Foster, with dev/test | |
| Splits defined in the Derczynski paper, but the data is from Ritter and Foster. | |
| * Ritter: [https://aclanthology.org/D11-1141.pdf](https://aclanthology.org/D11-1141.pdf), | |
| * Foster: [https://www.aaai.org/ocs/index.php/ws/aaaiw11/paper/download/3912/4191](https://www.aaai.org/ocs/index.php/ws/aaaiw11/paper/download/3912/4191) | |
| ### Supported Tasks and Leaderboards | |
| * [Part of speech tagging on Ritter](https://paperswithcode.com/sota/part-of-speech-tagging-on-ritter) | |
| ### Languages | |
| English, non-region-specific. `bcp47:en` | |
| ## Dataset Structure | |
| ### Data Instances | |
| An example of 'train' looks as follows. | |
| ``` | |
| {'id': '0', 'tokens': ['Antick', 'Musings', 'post', ':', 'Book-A-Day', '2010', '#', '243', '(', '10/4', ')', '--', 'Gray', 'Horses', 'by', 'Hope', 'Larson', 'http://bit.ly/as8fvc'], 'pos_tags': [23, 23, 22, 9, 23, 12, 22, 12, 5, 12, 6, 9, 23, 23, 16, 23, 23, 51]} | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### twitter-pos | |
| - `id`: a `string` feature. | |
| - `tokens`: a `list` of `string` features. | |
| - `pos_tags`: a `list` of classification labels (`int`). Full tagset with indices: | |
| ```python | |
| ``` | |
| ### Data Splits | |
| | name |tokens|sentences| | |
| |---------|----:|---------:| | |
| |ritter train|10652|551| | |
| |ritter dev |2242|118| | |
| |ritter test |2291|118| | |
| |foster dev |2998|270| | |
| |foster test |2841|250| | |
| ## 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 | |
| ### Citation Information | |
| ``` | |
| @inproceedings{ritter2011named, | |
| title={Named entity recognition in tweets: an experimental study}, | |
| author={Ritter, Alan and Clark, Sam and Etzioni, Oren and others}, | |
| booktitle={Proceedings of the 2011 conference on empirical methods in natural language processing}, | |
| pages={1524--1534}, | |
| year={2011} | |
| } | |
| @inproceedings{foster2011hardtoparse, | |
| title={\# hardtoparse: POS Tagging and Parsing the Twitterverse}, | |
| author={Foster, Jennifer and Cetinoglu, Ozlem and Wagner, Joachim and Le Roux, Joseph and Hogan, Stephen and Nivre, Joakim and Hogan, Deirdre and Van Genabith, Josef}, | |
| booktitle={Workshops at the Twenty-Fifth AAAI Conference on Artificial Intelligence}, | |
| year={2011} | |
| } | |
| @inproceedings{derczynski2013twitter, | |
| title={Twitter part-of-speech tagging for all: Overcoming sparse and noisy data}, | |
| author={Derczynski, Leon and Ritter, Alan and Clark, Sam and Bontcheva, Kalina}, | |
| booktitle={Proceedings of the international conference recent advances in natural language processing ranlp 2013}, | |
| pages={198--206}, | |
| year={2013} | |
| } | |
| ``` | |
| ### Contributions | |
| Author uploaded ([@leondz](https://github.com/leondz)) |