use original wikitext reamde + note on document level
Browse files
README.md
ADDED
|
@@ -0,0 +1,309 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
annotations_creators:
|
| 3 |
+
- no-annotation
|
| 4 |
+
language_creators:
|
| 5 |
+
- crowdsourced
|
| 6 |
+
language:
|
| 7 |
+
- en
|
| 8 |
+
license:
|
| 9 |
+
- cc-by-sa-3.0
|
| 10 |
+
- gfdl
|
| 11 |
+
multilinguality:
|
| 12 |
+
- monolingual
|
| 13 |
+
paperswithcode_id: wikitext-2
|
| 14 |
+
pretty_name: WikiText
|
| 15 |
+
size_categories:
|
| 16 |
+
- 1M<n<10M
|
| 17 |
+
source_datasets:
|
| 18 |
+
- original
|
| 19 |
+
task_categories:
|
| 20 |
+
- text-generation
|
| 21 |
+
- fill-mask
|
| 22 |
+
task_ids:
|
| 23 |
+
- language-modeling
|
| 24 |
+
- masked-language-modeling
|
| 25 |
+
dataset_info:
|
| 26 |
+
- config_name: wikitext-103-v1
|
| 27 |
+
features:
|
| 28 |
+
- name: text
|
| 29 |
+
dtype: string
|
| 30 |
+
splits:
|
| 31 |
+
- name: test
|
| 32 |
+
num_bytes: 1295579
|
| 33 |
+
num_examples: 4358
|
| 34 |
+
- name: train
|
| 35 |
+
num_bytes: 545142639
|
| 36 |
+
num_examples: 1801350
|
| 37 |
+
- name: validation
|
| 38 |
+
num_bytes: 1154755
|
| 39 |
+
num_examples: 3760
|
| 40 |
+
download_size: 190229076
|
| 41 |
+
dataset_size: 547592973
|
| 42 |
+
- config_name: wikitext-2-v1
|
| 43 |
+
features:
|
| 44 |
+
- name: text
|
| 45 |
+
dtype: string
|
| 46 |
+
splits:
|
| 47 |
+
- name: test
|
| 48 |
+
num_bytes: 1270951
|
| 49 |
+
num_examples: 4358
|
| 50 |
+
- name: train
|
| 51 |
+
num_bytes: 10918134
|
| 52 |
+
num_examples: 36718
|
| 53 |
+
- name: validation
|
| 54 |
+
num_bytes: 1134127
|
| 55 |
+
num_examples: 3760
|
| 56 |
+
download_size: 4475746
|
| 57 |
+
dataset_size: 13323212
|
| 58 |
+
- config_name: wikitext-103-raw-v1
|
| 59 |
+
features:
|
| 60 |
+
- name: text
|
| 61 |
+
dtype: string
|
| 62 |
+
splits:
|
| 63 |
+
- name: test
|
| 64 |
+
num_bytes: 1305092
|
| 65 |
+
num_examples: 4358
|
| 66 |
+
- name: train
|
| 67 |
+
num_bytes: 546501673
|
| 68 |
+
num_examples: 1801350
|
| 69 |
+
- name: validation
|
| 70 |
+
num_bytes: 1159292
|
| 71 |
+
num_examples: 3760
|
| 72 |
+
download_size: 191984949
|
| 73 |
+
dataset_size: 548966057
|
| 74 |
+
- config_name: wikitext-2-raw-v1
|
| 75 |
+
features:
|
| 76 |
+
- name: text
|
| 77 |
+
dtype: string
|
| 78 |
+
splits:
|
| 79 |
+
- name: test
|
| 80 |
+
num_bytes: 1305092
|
| 81 |
+
num_examples: 4358
|
| 82 |
+
- name: train
|
| 83 |
+
num_bytes: 11061733
|
| 84 |
+
num_examples: 36718
|
| 85 |
+
- name: validation
|
| 86 |
+
num_bytes: 1159292
|
| 87 |
+
num_examples: 3760
|
| 88 |
+
download_size: 4721645
|
| 89 |
+
dataset_size: 13526117
|
| 90 |
+
---
|
| 91 |
+
|
| 92 |
+
# Wikitext Document Level
|
| 93 |
+
|
| 94 |
+
This is a modified version of [https://huggingface.co/datasets/wikitext](https://huggingface.co/datasets/wikitext) that returns Wiki pages instead of Wiki text line-by-line. The original readme is contained below.
|
| 95 |
+
|
| 96 |
+
# Dataset Card for "wikitext"
|
| 97 |
+
|
| 98 |
+
## Table of Contents
|
| 99 |
+
- [Dataset Description](#dataset-description)
|
| 100 |
+
- [Dataset Summary](#dataset-summary)
|
| 101 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
| 102 |
+
- [Languages](#languages)
|
| 103 |
+
- [Dataset Structure](#dataset-structure)
|
| 104 |
+
- [Data Instances](#data-instances)
|
| 105 |
+
- [Data Fields](#data-fields)
|
| 106 |
+
- [Data Splits](#data-splits)
|
| 107 |
+
- [Dataset Creation](#dataset-creation)
|
| 108 |
+
- [Curation Rationale](#curation-rationale)
|
| 109 |
+
- [Source Data](#source-data)
|
| 110 |
+
- [Annotations](#annotations)
|
| 111 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
| 112 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
| 113 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
| 114 |
+
- [Discussion of Biases](#discussion-of-biases)
|
| 115 |
+
- [Other Known Limitations](#other-known-limitations)
|
| 116 |
+
- [Additional Information](#additional-information)
|
| 117 |
+
- [Dataset Curators](#dataset-curators)
|
| 118 |
+
- [Licensing Information](#licensing-information)
|
| 119 |
+
- [Citation Information](#citation-information)
|
| 120 |
+
- [Contributions](#contributions)
|
| 121 |
+
|
| 122 |
+
## Dataset Description
|
| 123 |
+
|
| 124 |
+
- **Homepage:** [https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/](https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/)
|
| 125 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 126 |
+
- **Paper:** [Pointer Sentinel Mixture Models](https://arxiv.org/abs/1609.07843)
|
| 127 |
+
- **Point of Contact:** [Stephen Merity](mailto:[email protected])
|
| 128 |
+
- **Size of downloaded dataset files:** 373.28 MB
|
| 129 |
+
- **Size of the generated dataset:** 1072.25 MB
|
| 130 |
+
- **Total amount of disk used:** 1445.53 MB
|
| 131 |
+
|
| 132 |
+
### Dataset Summary
|
| 133 |
+
|
| 134 |
+
The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified
|
| 135 |
+
Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike License.
|
| 136 |
+
|
| 137 |
+
Compared to the preprocessed version of Penn Treebank (PTB), WikiText-2 is over 2 times larger and WikiText-103 is over
|
| 138 |
+
110 times larger. The WikiText dataset also features a far larger vocabulary and retains the original case, punctuation
|
| 139 |
+
and numbers - all of which are removed in PTB. As it is composed of full articles, the dataset is well suited for models
|
| 140 |
+
that can take advantage of long term dependencies.
|
| 141 |
+
|
| 142 |
+
### Supported Tasks and Leaderboards
|
| 143 |
+
|
| 144 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 145 |
+
|
| 146 |
+
### Languages
|
| 147 |
+
|
| 148 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 149 |
+
|
| 150 |
+
## Dataset Structure
|
| 151 |
+
|
| 152 |
+
### Data Instances
|
| 153 |
+
|
| 154 |
+
#### wikitext-103-raw-v1
|
| 155 |
+
|
| 156 |
+
- **Size of downloaded dataset files:** 183.09 MB
|
| 157 |
+
- **Size of the generated dataset:** 523.97 MB
|
| 158 |
+
- **Total amount of disk used:** 707.06 MB
|
| 159 |
+
|
| 160 |
+
An example of 'validation' looks as follows.
|
| 161 |
+
```
|
| 162 |
+
This example was too long and was cropped:
|
| 163 |
+
|
| 164 |
+
{
|
| 165 |
+
"text": "\" The gold dollar or gold one @-@ dollar piece was a coin struck as a regular issue by the United States Bureau of the Mint from..."
|
| 166 |
+
}
|
| 167 |
+
```
|
| 168 |
+
|
| 169 |
+
#### wikitext-103-v1
|
| 170 |
+
|
| 171 |
+
- **Size of downloaded dataset files:** 181.42 MB
|
| 172 |
+
- **Size of the generated dataset:** 522.66 MB
|
| 173 |
+
- **Total amount of disk used:** 704.07 MB
|
| 174 |
+
|
| 175 |
+
An example of 'train' looks as follows.
|
| 176 |
+
```
|
| 177 |
+
This example was too long and was cropped:
|
| 178 |
+
|
| 179 |
+
{
|
| 180 |
+
"text": "\" Senjō no Valkyria 3 : <unk> Chronicles ( Japanese : 戦場のヴァルキュリア3 , lit . Valkyria of the Battlefield 3 ) , commonly referred to..."
|
| 181 |
+
}
|
| 182 |
+
```
|
| 183 |
+
|
| 184 |
+
#### wikitext-2-raw-v1
|
| 185 |
+
|
| 186 |
+
- **Size of downloaded dataset files:** 4.50 MB
|
| 187 |
+
- **Size of the generated dataset:** 12.91 MB
|
| 188 |
+
- **Total amount of disk used:** 17.41 MB
|
| 189 |
+
|
| 190 |
+
An example of 'train' looks as follows.
|
| 191 |
+
```
|
| 192 |
+
This example was too long and was cropped:
|
| 193 |
+
|
| 194 |
+
{
|
| 195 |
+
"text": "\" The Sinclair Scientific Programmable was introduced in 1975 , with the same case as the Sinclair Oxford . It was larger than t..."
|
| 196 |
+
}
|
| 197 |
+
```
|
| 198 |
+
|
| 199 |
+
#### wikitext-2-v1
|
| 200 |
+
|
| 201 |
+
- **Size of downloaded dataset files:** 4.27 MB
|
| 202 |
+
- **Size of the generated dataset:** 12.72 MB
|
| 203 |
+
- **Total amount of disk used:** 16.99 MB
|
| 204 |
+
|
| 205 |
+
An example of 'train' looks as follows.
|
| 206 |
+
```
|
| 207 |
+
This example was too long and was cropped:
|
| 208 |
+
|
| 209 |
+
{
|
| 210 |
+
"text": "\" Senjō no Valkyria 3 : <unk> Chronicles ( Japanese : 戦場のヴァルキュリア3 , lit . Valkyria of the Battlefield 3 ) , commonly referred to..."
|
| 211 |
+
}
|
| 212 |
+
```
|
| 213 |
+
|
| 214 |
+
### Data Fields
|
| 215 |
+
|
| 216 |
+
The data fields are the same among all splits.
|
| 217 |
+
|
| 218 |
+
#### wikitext-103-raw-v1
|
| 219 |
+
- `text`: a `string` feature.
|
| 220 |
+
|
| 221 |
+
#### wikitext-103-v1
|
| 222 |
+
- `text`: a `string` feature.
|
| 223 |
+
|
| 224 |
+
#### wikitext-2-raw-v1
|
| 225 |
+
- `text`: a `string` feature.
|
| 226 |
+
|
| 227 |
+
#### wikitext-2-v1
|
| 228 |
+
- `text`: a `string` feature.
|
| 229 |
+
|
| 230 |
+
### Data Splits
|
| 231 |
+
|
| 232 |
+
| name | train |validation|test|
|
| 233 |
+
|-------------------|------:|---------:|---:|
|
| 234 |
+
|wikitext-103-raw-v1|1801350| 3760|4358|
|
| 235 |
+
|wikitext-103-v1 |1801350| 3760|4358|
|
| 236 |
+
|wikitext-2-raw-v1 | 36718| 3760|4358|
|
| 237 |
+
|wikitext-2-v1 | 36718| 3760|4358|
|
| 238 |
+
|
| 239 |
+
## Dataset Creation
|
| 240 |
+
|
| 241 |
+
### Curation Rationale
|
| 242 |
+
|
| 243 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 244 |
+
|
| 245 |
+
### Source Data
|
| 246 |
+
|
| 247 |
+
#### Initial Data Collection and Normalization
|
| 248 |
+
|
| 249 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 250 |
+
|
| 251 |
+
#### Who are the source language producers?
|
| 252 |
+
|
| 253 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 254 |
+
|
| 255 |
+
### Annotations
|
| 256 |
+
|
| 257 |
+
#### Annotation process
|
| 258 |
+
|
| 259 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 260 |
+
|
| 261 |
+
#### Who are the annotators?
|
| 262 |
+
|
| 263 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 264 |
+
|
| 265 |
+
### Personal and Sensitive Information
|
| 266 |
+
|
| 267 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 268 |
+
|
| 269 |
+
## Considerations for Using the Data
|
| 270 |
+
|
| 271 |
+
### Social Impact of Dataset
|
| 272 |
+
|
| 273 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 274 |
+
|
| 275 |
+
### Discussion of Biases
|
| 276 |
+
|
| 277 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 278 |
+
|
| 279 |
+
### Other Known Limitations
|
| 280 |
+
|
| 281 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 282 |
+
|
| 283 |
+
## Additional Information
|
| 284 |
+
|
| 285 |
+
### Dataset Curators
|
| 286 |
+
|
| 287 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 288 |
+
|
| 289 |
+
### Licensing Information
|
| 290 |
+
|
| 291 |
+
The dataset is available under the [Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0)](https://creativecommons.org/licenses/by-sa/4.0/).
|
| 292 |
+
|
| 293 |
+
### Citation Information
|
| 294 |
+
|
| 295 |
+
```
|
| 296 |
+
@misc{merity2016pointer,
|
| 297 |
+
title={Pointer Sentinel Mixture Models},
|
| 298 |
+
author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher},
|
| 299 |
+
year={2016},
|
| 300 |
+
eprint={1609.07843},
|
| 301 |
+
archivePrefix={arXiv},
|
| 302 |
+
primaryClass={cs.CL}
|
| 303 |
+
}
|
| 304 |
+
```
|
| 305 |
+
|
| 306 |
+
|
| 307 |
+
### Contributions
|
| 308 |
+
|
| 309 |
+
Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@mariamabarham](https://github.com/mariamabarham) for adding this dataset.
|