Datasets:
Tasks:
Text Classification
Modalities:
Text
Formats:
parquet
Sub-tasks:
topic-classification
Languages:
English
Size:
100K - 1M
License:
Update files from the datasets library (from 1.3.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.3.0
README.md
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| 1 |
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---
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annotations_creators:
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- found
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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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| 8 |
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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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- 100K<n<1M
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source_datasets:
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- original
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task_categories:
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- text-classification
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task_ids:
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- topic-classification
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---
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| 21 |
+
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| 22 |
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# Dataset Card for "ag_news"
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## Table of Contents
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| 25 |
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- [Dataset Description](#dataset-description)
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| 26 |
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- [Dataset Summary](#dataset-summary)
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| 27 |
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- [Supported Tasks](#supported-tasks)
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| 28 |
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- [Languages](#languages)
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| 29 |
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- [Dataset Structure](#dataset-structure)
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| 30 |
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- [Data Instances](#data-instances)
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| 31 |
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- [Data Fields](#data-fields)
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| 32 |
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- [Data Splits Sample Size](#data-splits-sample-size)
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| 33 |
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- [Dataset Creation](#dataset-creation)
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| 34 |
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- [Curation Rationale](#curation-rationale)
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| 35 |
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- [Source Data](#source-data)
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| 36 |
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- [Annotations](#annotations)
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| 37 |
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 38 |
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 39 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 40 |
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- [Discussion of Biases](#discussion-of-biases)
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| 41 |
+
- [Other Known Limitations](#other-known-limitations)
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| 42 |
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- [Additional Information](#additional-information)
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| 43 |
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- [Dataset Curators](#dataset-curators)
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| 44 |
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- [Licensing Information](#licensing-information)
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| 45 |
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- [Citation Information](#citation-information)
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| 46 |
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- [Contributions](#contributions)
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| 48 |
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## [Dataset Description](#dataset-description)
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| 49 |
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| 50 |
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- **Homepage:** [http://groups.di.unipi.it/~gulli/AG_corpus_of_news_articles.html](http://groups.di.unipi.it/~gulli/AG_corpus_of_news_articles.html)
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 53 |
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- **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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- **Size of downloaded dataset files:** 29.88 MB
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| 55 |
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- **Size of the generated dataset:** 30.23 MB
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- **Total amount of disk used:** 60.10 MB
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| 58 |
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### [Dataset Summary](#dataset-summary)
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AG is a collection of more than 1 million news articles. News articles have been
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| 61 |
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gathered from more than 2000 news sources by ComeToMyHead in more than 1 year of
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activity. ComeToMyHead is an academic news search engine which has been running
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since July, 2004. The dataset is provided by the academic comunity for research
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purposes in data mining (clustering, classification, etc), information retrieval
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(ranking, search, etc), xml, data compression, data streaming, and any other
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non-commercial activity. For more information, please refer to the link
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http://www.di.unipi.it/~gulli/AG_corpus_of_news_articles.html .
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The AG's news topic classification dataset is constructed by Xiang Zhang
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([email protected]) from the dataset above. It is used as a text
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| 71 |
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classification benchmark in the following paper: Xiang Zhang, Junbo Zhao, Yann
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LeCun. Character-level Convolutional Networks for Text Classification. Advances
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in Neural Information Processing Systems 28 (NIPS 2015).
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### [Supported Tasks](#supported-tasks)
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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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### [Languages](#languages)
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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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## [Dataset Structure](#dataset-structure)
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We show detailed information for up to 5 configurations of the dataset.
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### [Data Instances](#data-instances)
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#### default
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- **Size of downloaded dataset files:** 29.88 MB
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- **Size of the generated dataset:** 30.23 MB
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- **Total amount of disk used:** 60.10 MB
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An example of 'train' looks as follows.
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```
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{
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"label": 3,
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"text": "New iPad released Just like every other September, this one is no different. Apple is planning to release a bigger, heavier, fatter iPad that..."
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}
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```
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### [Data Fields](#data-fields)
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The data fields are the same among all splits.
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#### default
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- `text`: a `string` feature.
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- `label`: a classification label, with possible values including `World` (0), `Sports` (1), `Business` (2), `Sci/Tech` (3).
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### [Data Splits Sample Size](#data-splits-sample-size)
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| 112 |
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| name |train |test|
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|-------|-----:|---:|
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|default|120000|7600|
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| 116 |
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## [Dataset Creation](#dataset-creation)
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| 118 |
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| 119 |
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### [Curation Rationale](#curation-rationale)
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| 120 |
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| 121 |
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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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| 122 |
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| 123 |
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### [Source Data](#source-data)
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| 124 |
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| 125 |
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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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| 126 |
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| 127 |
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### [Annotations](#annotations)
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| 128 |
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| 129 |
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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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| 130 |
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| 131 |
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### [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 132 |
+
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| 133 |
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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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| 134 |
+
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| 135 |
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## [Considerations for Using the Data](#considerations-for-using-the-data)
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| 136 |
+
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| 137 |
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### [Social Impact of Dataset](#social-impact-of-dataset)
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| 138 |
+
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| 139 |
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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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| 140 |
+
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| 141 |
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### [Discussion of Biases](#discussion-of-biases)
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| 142 |
+
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| 143 |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 144 |
+
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| 145 |
+
### [Other Known Limitations](#other-known-limitations)
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| 146 |
+
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| 147 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 148 |
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| 149 |
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## [Additional Information](#additional-information)
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| 150 |
+
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| 151 |
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### [Dataset Curators](#dataset-curators)
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| 152 |
+
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| 153 |
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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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| 154 |
+
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| 155 |
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### [Licensing Information](#licensing-information)
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| 156 |
+
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| 157 |
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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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| 158 |
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| 159 |
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### [Citation Information](#citation-information)
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| 160 |
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| 161 |
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```
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| 162 |
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@inproceedings{Zhang2015CharacterlevelCN,
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title={Character-level Convolutional Networks for Text Classification},
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author={Xiang Zhang and Junbo Jake Zhao and Yann LeCun},
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| 165 |
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booktitle={NIPS},
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year={2015}
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}
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```
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### Contributions
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| 173 |
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Thanks to [@jxmorris12](https://github.com/jxmorris12), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@lewtun](https://github.com/lewtun) for adding this dataset.
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