Datasets:
Tasks:
Token Classification
Sub-tasks:
named-entity-recognition
Languages:
German
Size:
100K<n<1M
License:
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#4)
a42b589
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - found | |
| language: | |
| - de | |
| license: | |
| - cc-by-4.0 | |
| multilinguality: | |
| - monolingual | |
| size_categories: | |
| - 100K<n<1M | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - token-classification | |
| task_ids: | |
| - named-entity-recognition | |
| paperswithcode_id: nosta-d-named-entity-annotation-for-german | |
| pretty_name: GermEval14 | |
| dataset_info: | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: source | |
| dtype: string | |
| - name: tokens | |
| sequence: string | |
| - name: ner_tags | |
| sequence: | |
| class_label: | |
| names: | |
| '0': O | |
| '1': B-LOC | |
| '2': I-LOC | |
| '3': B-LOCderiv | |
| '4': I-LOCderiv | |
| '5': B-LOCpart | |
| '6': I-LOCpart | |
| '7': B-ORG | |
| '8': I-ORG | |
| '9': B-ORGderiv | |
| '10': I-ORGderiv | |
| '11': B-ORGpart | |
| '12': I-ORGpart | |
| '13': B-OTH | |
| '14': I-OTH | |
| '15': B-OTHderiv | |
| '16': I-OTHderiv | |
| '17': B-OTHpart | |
| '18': I-OTHpart | |
| '19': B-PER | |
| '20': I-PER | |
| '21': B-PERderiv | |
| '22': I-PERderiv | |
| '23': B-PERpart | |
| '24': I-PERpart | |
| - name: nested_ner_tags | |
| sequence: | |
| class_label: | |
| names: | |
| '0': O | |
| '1': B-LOC | |
| '2': I-LOC | |
| '3': B-LOCderiv | |
| '4': I-LOCderiv | |
| '5': B-LOCpart | |
| '6': I-LOCpart | |
| '7': B-ORG | |
| '8': I-ORG | |
| '9': B-ORGderiv | |
| '10': I-ORGderiv | |
| '11': B-ORGpart | |
| '12': I-ORGpart | |
| '13': B-OTH | |
| '14': I-OTH | |
| '15': B-OTHderiv | |
| '16': I-OTHderiv | |
| '17': B-OTHpart | |
| '18': I-OTHpart | |
| '19': B-PER | |
| '20': I-PER | |
| '21': B-PERderiv | |
| '22': I-PERderiv | |
| '23': B-PERpart | |
| '24': I-PERpart | |
| config_name: germeval_14 | |
| splits: | |
| - name: train | |
| num_bytes: 13816714 | |
| num_examples: 24000 | |
| - name: validation | |
| num_bytes: 1266974 | |
| num_examples: 2200 | |
| - name: test | |
| num_bytes: 2943201 | |
| num_examples: 5100 | |
| download_size: 10288972 | |
| dataset_size: 18026889 | |
| # Dataset Card for "germeval_14" | |
| ## 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/germeval2014ner/](https://sites.google.com/site/germeval2014ner/) | |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Paper:** [https://pdfs.semanticscholar.org/b250/3144ed2152830f6c64a9f797ab3c5a34fee5.pdf](https://pdfs.semanticscholar.org/b250/3144ed2152830f6c64a9f797ab3c5a34fee5.pdf) | |
| - **Point of Contact:** [Darina Benikova](mailto:[email protected]) | |
| - **Size of downloaded dataset files:** 10.29 MB | |
| - **Size of the generated dataset:** 18.03 MB | |
| - **Total amount of disk used:** 28.31 MB | |
| ### Dataset Summary | |
| The GermEval 2014 NER Shared Task builds on a new dataset with German Named Entity annotation with the following properties: - The data was sampled from German Wikipedia and News Corpora as a collection of citations. - The dataset covers over 31,000 sentences corresponding to over 590,000 tokens. - The NER annotation uses the NoSta-D guidelines, which extend the Tübingen Treebank guidelines, using four main NER categories with sub-structure, and annotating embeddings among NEs such as [ORG FC Kickers [LOC Darmstadt]]. | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Languages | |
| German | |
| ## Dataset Structure | |
| ### Data Instances | |
| #### germeval_14 | |
| - **Size of downloaded dataset files:** 10.29 MB | |
| - **Size of the generated dataset:** 18.03 MB | |
| - **Total amount of disk used:** 28.31 MB | |
| An example of 'train' looks as follows. This example was too long and was cropped: | |
| ```json | |
| { | |
| "id": "11", | |
| "ner_tags": [13, 14, 14, 14, 14, 0, 0, 0, 0, 0, 0, 0, 19, 20, 13, 0, 1, 0, 0, 0, 0, 0, 19, 20, 20, 0, 0, 0, 0, 3, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], | |
| "nested_ner_tags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], | |
| "source": "http://de.wikipedia.org/wiki/Liste_von_Filmen_mit_homosexuellem_Inhalt [2010-01-11] ", | |
| "tokens": "[\"Scenes\", \"of\", \"a\", \"Sexual\", \"Nature\", \"(\", \"GB\", \"2006\", \")\", \"-\", \"Regie\", \":\", \"Ed\", \"Blum\", \"Shortbus\", \"(\", \"USA\", \"2006..." | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### germeval_14 | |
| - `id`: a `string` feature. | |
| - `source`: a `string` feature. | |
| - `tokens`: a `list` of `string` features. | |
| - `ner_tags`: a `list` of classification labels, with possible values including `O` (0), `B-LOC` (1), `I-LOC` (2), `B-LOCderiv` (3), `I-LOCderiv` (4). | |
| - `nested_ner_tags`: a `list` of classification labels, with possible values including `O` (0), `B-LOC` (1), `I-LOC` (2), `B-LOCderiv` (3), `I-LOCderiv` (4). | |
| ### Data Splits | |
| | name |train|validation|test| | |
| |-----------|----:|---------:|---:| | |
| |germeval_14|24000| 2200|5100| | |
| ## 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 | |
| [CC BY-SA 4.0 license](https://creativecommons.org/licenses/by-sa/4.0/) | |
| ### Citation Information | |
| ``` | |
| @inproceedings{benikova-etal-2014-nosta, | |
| title = {NoSta-D Named Entity Annotation for German: Guidelines and Dataset}, | |
| author = {Benikova, Darina and | |
| Biemann, Chris and | |
| Reznicek, Marc}, | |
| booktitle = {Proceedings of the Ninth International Conference on Language Resources and Evaluation ({LREC}'14)}, | |
| month = {may}, | |
| year = {2014}, | |
| address = {Reykjavik, Iceland}, | |
| publisher = {European Language Resources Association (ELRA)}, | |
| url = {http://www.lrec-conf.org/proceedings/lrec2014/pdf/276_Paper.pdf}, | |
| pages = {2524--2531}, | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@jplu](https://github.com/jplu), [@lewtun](https://github.com/lewtun), [@lhoestq](https://github.com/lhoestq), [@stefan-it](https://github.com/stefan-it), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset. |