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--- |
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pretty_name: Sogou News |
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dataset_info: |
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features: |
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- name: title |
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dtype: string |
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- name: content |
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dtype: string |
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- name: label |
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dtype: |
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class_label: |
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names: |
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'0': sports |
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'1': finance |
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'2': entertainment |
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'3': automobile |
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'4': technology |
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splits: |
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- name: test |
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num_bytes: 168615812 |
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num_examples: 60000 |
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- name: train |
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num_bytes: 1257705776 |
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num_examples: 450000 |
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download_size: 632540318 |
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dataset_size: 1426321588 |
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configs: |
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- config_name: default |
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data_files: |
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- split: test |
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path: data/test-* |
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- split: train |
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path: data/train-* |
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--- |
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# Dataset Card for "sogou_news" |
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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:** []() |
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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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- **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:** 384.27 MB |
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- **Size of the generated dataset:** 1.43 GB |
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- **Total amount of disk used:** 1.81 GB |
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### Dataset Summary |
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The Sogou News dataset is a mixture of 2,909,551 news articles from the SogouCA and SogouCS news corpora, in 5 categories. |
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The number of training samples selected for each class is 90,000 and testing 12,000. Note that the Chinese characters have been converted to Pinyin. |
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classification labels of the news are determined by their domain names in the URL. For example, the news with |
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URL http://sports.sohu.com is categorized as a sport class. |
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### Supported Tasks and Leaderboards |
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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 |
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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 |
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### Data Instances |
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#### default |
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- **Size of downloaded dataset files:** 384.27 MB |
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- **Size of the generated dataset:** 1.43 GB |
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- **Total amount of disk used:** 1.81 GB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"content": "du2 jia1 ti2 go1ng me3i ri4 ba4o jia4 \\n re4 xia4n :010-64438227\\n che1 xi2ng ba4o jia4 - cha2 xu2n jie2 guo3 \\n pi3n pa2i xi2ng ha4o jia4 ge2 ji1ng xia1o sha1ng ri4 qi1 zha1 ka4n ca1n shu4 pi2ng lu4n ", |
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"label": 3, |
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"title": " da3o ha2ng " |
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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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#### default |
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- `title`: a `string` feature. |
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- `content`: a `string` feature. |
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- `label`: a classification label, with possible values including `sports` (0), `finance` (1), `entertainment` (2), `automobile` (3), `technology` (4). |
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### Data Splits |
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| name |train |test | |
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|-------|-----:|----:| |
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|default|450000|60000| |
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## Dataset Creation |
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### Curation Rationale |
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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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### Source Data |
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#### Initial Data Collection and Normalization |
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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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#### Who are the source language producers? |
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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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### Annotations |
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#### Annotation process |
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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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#### Who are the annotators? |
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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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### Personal and Sensitive Information |
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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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## Considerations for Using the Data |
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### Social Impact of Dataset |
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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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### Discussion of Biases |
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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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### Other Known Limitations |
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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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## Additional Information |
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### Dataset Curators |
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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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### Licensing Information |
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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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### Citation Information |
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``` |
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@misc{zhang2015characterlevel, |
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title={Character-level Convolutional Networks for Text Classification}, |
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author={Xiang Zhang and Junbo Zhao and Yann LeCun}, |
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year={2015}, |
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eprint={1509.01626}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.LG} |
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} |
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``` |
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### Contributions |
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Thanks to [@lhoestq](https://github.com/lhoestq), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset. |