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--- |
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annotations_creators: |
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- train: programmatically-generated |
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- val: programmatically-generated |
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- test: programmatically-generated, expert-validated |
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language_creators: |
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- found |
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languages: |
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- en |
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licenses: |
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- unknown |
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multilinguality: |
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- monolingual |
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size_categories: |
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- 10K<n<100K **FIX** |
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task_categories: |
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- structure-prediction |
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task_ids: |
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- named-entity-recognition |
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--- |
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# Dataset Card for "EpiSet4NER by [NIH NCATS GARD](https://rarediseases.info.nih.gov/)" |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** [Github](https://github.com/ZihanWangKi/CrossWeigh) |
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- **Repository:** [Github](https://github.com/ZihanWangKi/CrossWeigh) |
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- **Paper:** Pending |
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### Dataset Summary |
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EpiSet4NER is a dataset |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"id": "333", |
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"tokens": ['Conclusions', 'The', 'birth', 'prevalence', 'of', 'CLD', 'in', 'the', 'northern', 'Netherlands', 'was', '21.1/10,000', 'births', '.'], |
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"ner_tags": [0, 0, 0, 3, 0, 0, 0, 0, 0, 1, 0, 5, 6, 0], |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### conllpp |
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- `id`: a `string` feature. |
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- `tokens`: a `list` of `string` features. |
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- `ner_tags`: a `list` of classification labels, with possible values including `O` (0), `B-PER` (1), `I-PER` (2), `B-ORG` (3), `I-ORG` (4). |
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### Data Splits |
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| name |train|validation|test| |
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|---------|----:|---------:|---:| |
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|EpiSet |14041| 3250|3453| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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### Annotations |
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#### Annotation process |
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See here and then here |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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[More Information Needed] |
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### Citation Information |
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[More Information Needed] |
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### Contributions |
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Thanks to [@William Kariampuzha](https://github.com/wzkariampuzha) at NCATS/Axle Informatics for adding this dataset. |