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languages: |
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- en |
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paperswithcode_id: web-of-science-dataset |
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pretty_name: Web of Science Dataset |
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--- |
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# Dataset Card for "web_of_science" |
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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:** [https://data.mendeley.com/datasets/9rw3vkcfy4/6](https://data.mendeley.com/datasets/9rw3vkcfy4/6) |
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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:** 172.30 MB |
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- **Size of the generated dataset:** 85.65 MB |
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- **Total amount of disk used:** 257.95 MB |
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### Dataset Summary |
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Copyright (c) 2017 Kamran Kowsari |
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Permission is hereby granted, free of charge, to any person obtaining a copy of this dataset and associated documentation files (the "Dataset"), to deal |
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in the dataset without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell |
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copies of the Dataset, and to permit persons to whom the dataset is furnished to do so, subject to the following conditions: |
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The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Dataset. |
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If you use this dataset please cite: Referenced paper: HDLTex: Hierarchical Deep Learning for Text Classification |
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Description of Dataset: |
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Here is three datasets which include WOS-11967 , WOS-46985, and WOS-5736 |
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Each folder contains: |
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-X.txt |
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-Y.txt |
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-YL1.txt |
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-YL2.txt |
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X is input data that include text sequences |
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Y is target value |
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YL1 is target value of level one (parent label) |
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YL2 is target value of level one (child label) |
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Web of Science Dataset WOS-5736 |
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-This dataset contains 5,736 documents with 11 categories which include 3 parents categories. |
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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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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### WOS11967 |
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- **Size of downloaded dataset files:** 57.43 MB |
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- **Size of the generated dataset:** 15.50 MB |
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- **Total amount of disk used:** 72.94 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### WOS46985 |
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- **Size of downloaded dataset files:** 57.43 MB |
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- **Size of the generated dataset:** 62.47 MB |
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- **Total amount of disk used:** 119.90 MB |
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An example of 'train' looks as follows. |
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``` |
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``` |
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#### WOS5736 |
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- **Size of downloaded dataset files:** 57.43 MB |
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- **Size of the generated dataset:** 7.68 MB |
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- **Total amount of disk used:** 65.11 MB |
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An example of 'train' looks as follows. |
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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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#### WOS11967 |
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- `input_data`: a `string` feature. |
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- `label`: a `int32` feature. |
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- `label_level_1`: a `int32` feature. |
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- `label_level_2`: a `int32` feature. |
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#### WOS46985 |
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- `input_data`: a `string` feature. |
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- `label`: a `int32` feature. |
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- `label_level_1`: a `int32` feature. |
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- `label_level_2`: a `int32` feature. |
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#### WOS5736 |
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- `input_data`: a `string` feature. |
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- `label`: a `int32` feature. |
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- `label_level_1`: a `int32` feature. |
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- `label_level_2`: a `int32` feature. |
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### Data Splits |
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| name |train| |
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|--------|----:| |
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|WOS11967|11967| |
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|WOS46985|46985| |
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|WOS5736 | 5736| |
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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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@inproceedings{kowsari2017HDLTex, |
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title={HDLTex: Hierarchical Deep Learning for Text Classification}, |
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author={Kowsari, Kamran and Brown, Donald E and Heidarysafa, Mojtaba and Jafari Meimandi, Kiana and and Gerber, Matthew S and Barnes, Laura E}, |
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booktitle={Machine Learning and Applications (ICMLA), 2017 16th IEEE International Conference on}, |
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year={2017}, |
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organization={IEEE} |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@mariamabarham](https://github.com/mariamabarham), [@lewtun](https://github.com/lewtun) for adding this dataset. |
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