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README.md
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| 1 |
```
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| 2 |
from datasets import load_dataset
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| 3 |
epiclassify = load_dataset("ncats/EpiSet4BinaryClassification")
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| 1 |
+
---
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| 2 |
+
annotations_creators:
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| 3 |
+
- unknown
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| 4 |
+
language_creators:
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| 5 |
+
- unknown
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| 6 |
+
languages:
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| 7 |
+
- en
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| 8 |
+
licenses:
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| 9 |
+
- cc-by-4-0
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| 10 |
+
multilinguality:
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| 11 |
+
- monolingual
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+
size_categories:
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| 13 |
+
- 10K<n<100K
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+
source_datasets:
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| 15 |
+
- unknown
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| 16 |
+
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| 17 |
+
paperswithcode_id: glue
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| 18 |
+
pretty_name: GLUE (General Language Understanding Evaluation benchmark)
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| 19 |
+
---
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| 20 |
+
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| 21 |
+
# DOCUMENTATION UPDATES IN PROGRESS! IGNORE BELOW
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| 22 |
+
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| 23 |
+
# Dataset Card for GLUE
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| 24 |
+
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| 25 |
+
## Table of Contents
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| 26 |
+
- [Dataset Description](#dataset-description)
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| 27 |
+
- [Dataset Summary](#dataset-summary)
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| 28 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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| 29 |
+
- [Languages](#languages)
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| 30 |
+
- [Dataset Structure](#dataset-structure)
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| 31 |
+
- [Data Instances](#data-instances)
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| 32 |
+
- [Data Fields](#data-fields)
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| 33 |
+
- [Data Splits](#data-splits)
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| 34 |
+
- [Dataset Creation](#dataset-creation)
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| 35 |
+
- [Curation Rationale](#curation-rationale)
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| 36 |
+
- [Source Data](#source-data)
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| 37 |
+
- [Annotations](#annotations)
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| 38 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 39 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 40 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 41 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 42 |
+
- [Other Known Limitations](#other-known-limitations)
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| 43 |
+
- [Additional Information](#additional-information)
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| 44 |
+
- [Dataset Curators](#dataset-curators)
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| 45 |
+
- [Licensing Information](#licensing-information)
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| 46 |
+
- [Citation Information](#citation-information)
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| 47 |
+
- [Contributions](#contributions)
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| 48 |
+
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| 49 |
+
## Dataset Description
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| 50 |
+
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| 51 |
+
- **Homepage:** [https://nyu-mll.github.io/CoLA/](https://nyu-mll.github.io/CoLA/)
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| 52 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 53 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 54 |
+
- **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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| 55 |
+
- **Size of downloaded dataset files:** 955.33 MB
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| 56 |
+
- **Size of the generated dataset:** 229.68 MB
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| 57 |
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- **Total amount of disk used:** 1185.01 MB
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| 58 |
+
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| 59 |
+
### Dataset Summary
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| 60 |
+
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| 61 |
+
GLUE, the General Language Understanding Evaluation benchmark (https://gluebenchmark.com/) is a collection of resources for training, evaluating, and analyzing natural language understanding systems.
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| 62 |
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| 63 |
+
### Supported Tasks and Leaderboards
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| 64 |
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| 65 |
+
The leaderboard for the GLUE benchmark can be found [at this address](https://gluebenchmark.com/). It comprises the following tasks:
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| 66 |
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| 67 |
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#### cola
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| 68 |
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| 69 |
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The Corpus of Linguistic Acceptability consists of English acceptability judgments drawn from books and journal articles on linguistic theory. Each example is a sequence of words annotated with whether it is a grammatical English sentence.
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| 70 |
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| 71 |
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### Languages
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| 72 |
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| 73 |
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The language data in is in English
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| 74 |
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| 75 |
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## Dataset Structure
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| 76 |
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| 77 |
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### Data Instances
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| 78 |
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| 79 |
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#### cola
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| 80 |
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| 81 |
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- **Size of downloaded dataset files:** 0.36 MB
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| 82 |
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- **Size of the generated dataset:** 0.58 MB
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| 83 |
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- **Total amount of disk used:** 0.94 MB
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| 84 |
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| 85 |
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An example of 'train' looks as follows.
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| 86 |
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```
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| 87 |
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{
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| 88 |
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"sentence": "Our friends won't buy this analysis, let alone the next one we propose.",
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| 89 |
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"label": 1,
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| 90 |
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"id": 0
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| 91 |
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}
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| 92 |
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```
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| 93 |
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| 94 |
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| 95 |
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### Data Fields
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| 96 |
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| 97 |
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The data fields are the same among all splits.
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| 98 |
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#### cola
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- `abstract`: a `string` feature.
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- `label`: a classification label, with possible values including `unacceptable` (0), `acceptable` (1).
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- `idx`: a `int32` feature.
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### Data Splits
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| 105 |
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| 106 |
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|train|validation|test|
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| 107 |
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|----:|---------:|---:|
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| 108 |
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| 8551| 1043|1063|
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| 109 |
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| 110 |
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## Dataset Creation
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| 111 |
+
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| 112 |
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### Curation Rationale
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| 113 |
+
|
| 114 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 115 |
+
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| 116 |
+
### Source Data
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| 117 |
+
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| 118 |
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#### Initial Data Collection and Normalization
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| 119 |
+
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| 120 |
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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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| 121 |
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| 122 |
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#### Who are the source language producers?
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| 123 |
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| 124 |
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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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| 125 |
+
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| 126 |
+
### Annotations
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| 127 |
+
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| 128 |
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#### Annotation process
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| 129 |
+
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| 130 |
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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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| 131 |
+
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| 132 |
+
#### Who are the annotators?
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| 133 |
+
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| 134 |
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Rare Disease Curators from the [National Institutes of Health (NIH) Genetic and Rare Diseases Information Center (GARD)](https://rarediseases.info.nih.gov/)
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| 135 |
+
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| 136 |
+
### Personal and Sensitive Information
|
| 137 |
+
|
| 138 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 139 |
+
|
| 140 |
+
## Considerations for Using the Data
|
| 141 |
+
|
| 142 |
+
### Social Impact of Dataset
|
| 143 |
+
|
| 144 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 145 |
+
|
| 146 |
+
### Discussion of Biases
|
| 147 |
+
|
| 148 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 149 |
+
|
| 150 |
+
### Other Known Limitations
|
| 151 |
+
|
| 152 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 153 |
+
|
| 154 |
+
## Additional Information
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| 155 |
+
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| 156 |
+
### Dataset Curators
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| 157 |
+
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| 158 |
+
Rare Disease Curators from the [National Institutes of Health (NIH) Genetic and Rare Diseases Information Center (GARD)](https://rarediseases.info.nih.gov/)
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| 159 |
+
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| 160 |
+
### Licensing Information
|
| 161 |
+
|
| 162 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 163 |
+
|
| 164 |
+
### Citation Information
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| 165 |
+
```
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| 166 |
+
@inproceedings{john2021recurrent,
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| 167 |
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title={Recurrent Neural Networks to Automatically Identify Rare Disease Epidemiologic Studies from PubMed},
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| 168 |
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author={John, Jennifer N and Sid, Eric and Zhu, Qian},
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| 169 |
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booktitle={AMIA Annual Symposium Proceedings},
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| 170 |
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volume={2021},
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| 171 |
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pages={325},
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| 172 |
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year={2021},
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| 173 |
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organization={American Medical Informatics Association}
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| 174 |
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}
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| 175 |
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```
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| 176 |
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| 177 |
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| 178 |
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### Contributions
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| 179 |
+
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| 180 |
+
Thanks to [@patpizio](https://github.com/patpizio), [@jeswan](https://github.com/jeswan), [@thomwolf](https://github.com/thomwolf), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset.
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| 181 |
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| 182 |
```
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| 183 |
from datasets import load_dataset
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| 184 |
epiclassify = load_dataset("ncats/EpiSet4BinaryClassification")
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