use original wikitext reamde + note on document level

README.md

@@ -0,0 +1,309 @@
+---
+annotations_creators:
+- no-annotation
+language_creators:
+- crowdsourced
+language:
+- en
+license:
+- cc-by-sa-3.0
+- gfdl
+multilinguality:
+- monolingual
+paperswithcode_id: wikitext-2
+pretty_name: WikiText
+size_categories:
+- 1M<n<10M
+source_datasets:
+- original
+task_categories:
+- text-generation
+- fill-mask
+task_ids:
+- language-modeling
+- masked-language-modeling
+dataset_info:
+- config_name: wikitext-103-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1295579
+    num_examples: 4358
+  - name: train
+    num_bytes: 545142639
+    num_examples: 1801350
+  - name: validation
+    num_bytes: 1154755
+    num_examples: 3760
+  download_size: 190229076
+  dataset_size: 547592973
+- config_name: wikitext-2-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1270951
+    num_examples: 4358
+  - name: train
+    num_bytes: 10918134
+    num_examples: 36718
+  - name: validation
+    num_bytes: 1134127
+    num_examples: 3760
+  download_size: 4475746
+  dataset_size: 13323212
+- config_name: wikitext-103-raw-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1305092
+    num_examples: 4358
+  - name: train
+    num_bytes: 546501673
+    num_examples: 1801350
+  - name: validation
+    num_bytes: 1159292
+    num_examples: 3760
+  download_size: 191984949
+  dataset_size: 548966057
+- config_name: wikitext-2-raw-v1
+  features:
+  - name: text
+    dtype: string
+  splits:
+  - name: test
+    num_bytes: 1305092
+    num_examples: 4358
+  - name: train
+    num_bytes: 11061733
+    num_examples: 36718
+  - name: validation
+    num_bytes: 1159292
+    num_examples: 3760
+  download_size: 4721645
+  dataset_size: 13526117
+---
+
+# Wikitext Document Level
+
+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.
+
+# Dataset Card for "wikitext"
+
+## 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://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/](https://blog.einstein.ai/the-wikitext-long-term-dependency-language-modeling-dataset/)
+- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Paper:** [Pointer Sentinel Mixture Models](https://arxiv.org/abs/1609.07843)
+- **Point of Contact:** [Stephen Merity](mailto:smerity@salesforce.com)
+- **Size of downloaded dataset files:** 373.28 MB
+- **Size of the generated dataset:** 1072.25 MB
+- **Total amount of disk used:** 1445.53 MB
+
+### Dataset Summary
+
+ The WikiText language modeling dataset is a collection of over 100 million tokens extracted from the set of verified
+ Good and Featured articles on Wikipedia. The dataset is available under the Creative Commons Attribution-ShareAlike License.
+
+Compared to the preprocessed version of Penn Treebank (PTB), WikiText-2 is over 2 times larger and WikiText-103 is over
+110 times larger. The WikiText dataset also features a far larger vocabulary and retains the original case, punctuation
+and numbers - all of which are removed in PTB. As it is composed of full articles, the dataset is well suited for models
+that can take advantage of long term dependencies.
+
+### Supported Tasks and Leaderboards
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+### Languages
+
+[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+
+## Dataset Structure
+
+### Data Instances
+
+#### wikitext-103-raw-v1
+
+- **Size of downloaded dataset files:** 183.09 MB
+- **Size of the generated dataset:** 523.97 MB
+- **Total amount of disk used:** 707.06 MB
+
+An example of 'validation' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "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..."
+}
+```
+
+#### wikitext-103-v1
+
+- **Size of downloaded dataset files:** 181.42 MB
+- **Size of the generated dataset:** 522.66 MB
+- **Total amount of disk used:** 704.07 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "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..."
+}
+```
+
+#### wikitext-2-raw-v1
+
+- **Size of downloaded dataset files:** 4.50 MB
+- **Size of the generated dataset:** 12.91 MB
+- **Total amount of disk used:** 17.41 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "text": "\" The Sinclair Scientific Programmable was introduced in 1975 , with the same case as the Sinclair Oxford . It was larger than t..."
+}
+```
+
+#### wikitext-2-v1
+
+- **Size of downloaded dataset files:** 4.27 MB
+- **Size of the generated dataset:** 12.72 MB
+- **Total amount of disk used:** 16.99 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "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..."
+}
+```
+
+### Data Fields
+
+The data fields are the same among all splits.
+
+#### wikitext-103-raw-v1
+- `text`: a `string` feature.
+
+#### wikitext-103-v1
+- `text`: a `string` feature.
+
+#### wikitext-2-raw-v1
+- `text`: a `string` feature.
+
+#### wikitext-2-v1
+- `text`: a `string` feature.
+
+### Data Splits
+
+|       name        | train |validation|test|
+|-------------------|------:|---------:|---:|
+|wikitext-103-raw-v1|1801350|      3760|4358|
+|wikitext-103-v1    |1801350|      3760|4358|
+|wikitext-2-raw-v1  |  36718|      3760|4358|
+|wikitext-2-v1      |  36718|      3760|4358|
+
+## 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
+
+The dataset is available under the [Creative Commons Attribution-ShareAlike License (CC BY-SA 4.0)](https://creativecommons.org/licenses/by-sa/4.0/).
+
+### Citation Information
+
+```
+@misc{merity2016pointer,
+      title={Pointer Sentinel Mixture Models},
+      author={Stephen Merity and Caiming Xiong and James Bradbury and Richard Socher},
+      year={2016},
+      eprint={1609.07843},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```
+
+
+### Contributions
+
+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.