|
--- |
|
annotations_creators: |
|
- found |
|
language: |
|
- en |
|
language_creators: |
|
- found |
|
license: |
|
- unknown |
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multilinguality: |
|
- monolingual |
|
pretty_name: GuardianAuthorship |
|
size_categories: |
|
- 1K<n<10K |
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source_datasets: |
|
- original |
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task_categories: |
|
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|
task_ids: |
|
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|
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--- |
|
|
|
# Dataset Card for "guardian_authorship" |
|
|
|
## 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:** [http://www.icsd.aegean.gr/lecturers/stamatatos/papers/JLP2013.pdf](http://www.icsd.aegean.gr/lecturers/stamatatos/papers/JLP2013.pdf) |
|
- **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:** 47.31 MB |
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- **Size of the generated dataset:** 37.17 MB |
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- **Total amount of disk used:** 84.49 MB |
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### Dataset Summary |
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A dataset cross-topic authorship attribution. The dataset is provided by Stamatatos 2013. |
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1- The cross-topic scenarios are based on Table-4 in Stamatatos 2017 (Ex. cross_topic_1 => row 1:P S U&W ). |
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2- The cross-genre scenarios are based on Table-5 in the same paper. (Ex. cross_genre_1 => row 1:B P S&U&W). |
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3- The same-topic/genre scenario is created by grouping all the datasts as follows. |
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For ex., to use same_topic and split the data 60-40 use: |
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train_ds = load_dataset('guardian_authorship', name="cross_topic_<<#>>", |
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split='train[:60%]+validation[:60%]+test[:60%]') |
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tests_ds = load_dataset('guardian_authorship', name="cross_topic_<<#>>", |
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split='train[-40%:]+validation[-40%:]+test[-40%:]') |
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IMPORTANT: train+validation+test[:60%] will generate the wrong splits because the data is imbalanced |
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* See https://huggingface.co/docs/datasets/splits.html for detailed/more examples |
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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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#### cross_genre_1 |
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- **Size of downloaded dataset files:** 2.96 MB |
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- **Size of the generated dataset:** 2.61 MB |
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- **Total amount of disk used:** 5.57 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"article": "File 1a\n", |
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"author": 0, |
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"topic": 4 |
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} |
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``` |
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#### cross_genre_2 |
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- **Size of downloaded dataset files:** 2.96 MB |
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- **Size of the generated dataset:** 2.61 MB |
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- **Total amount of disk used:** 5.57 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"article": "File 1a\n", |
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"author": 0, |
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"topic": 1 |
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} |
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``` |
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#### cross_genre_3 |
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- **Size of downloaded dataset files:** 2.96 MB |
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- **Size of the generated dataset:** 2.61 MB |
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- **Total amount of disk used:** 5.57 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"article": "File 1a\n", |
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"author": 0, |
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"topic": 2 |
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} |
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``` |
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#### cross_genre_4 |
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- **Size of downloaded dataset files:** 2.96 MB |
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- **Size of the generated dataset:** 2.61 MB |
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- **Total amount of disk used:** 5.57 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"article": "File 1a\n", |
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"author": 0, |
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"topic": 3 |
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} |
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``` |
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#### cross_topic_1 |
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- **Size of downloaded dataset files:** 2.96 MB |
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- **Size of the generated dataset:** 2.23 MB |
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- **Total amount of disk used:** 5.18 MB |
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An example of 'validation' looks as follows. |
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``` |
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{ |
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"article": "File 1a\n", |
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"author": 0, |
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"topic": 1 |
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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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#### cross_genre_1 |
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- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). |
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- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). |
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- `article`: a `string` feature. |
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#### cross_genre_2 |
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- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). |
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- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). |
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- `article`: a `string` feature. |
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#### cross_genre_3 |
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- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). |
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- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). |
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- `article`: a `string` feature. |
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#### cross_genre_4 |
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- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). |
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- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). |
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- `article`: a `string` feature. |
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#### cross_topic_1 |
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- `author`: a classification label, with possible values including `catherinebennett` (0), `georgemonbiot` (1), `hugoyoung` (2), `jonathanfreedland` (3), `martinkettle` (4). |
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- `topic`: a classification label, with possible values including `Politics` (0), `Society` (1), `UK` (2), `World` (3), `Books` (4). |
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- `article`: a `string` feature. |
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### Data Splits |
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| name |train|validation|test| |
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|-------------|----:|---------:|---:| |
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|cross_genre_1| 63| 112| 269| |
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|cross_genre_2| 63| 62| 319| |
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|cross_genre_3| 63| 90| 291| |
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|cross_genre_4| 63| 117| 264| |
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|cross_topic_1| 112| 62| 207| |
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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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@article{article, |
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author = {Stamatatos, Efstathios}, |
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year = {2013}, |
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month = {01}, |
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pages = {421-439}, |
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title = {On the robustness of authorship attribution based on character n-gram features}, |
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volume = {21}, |
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journal = {Journal of Law and Policy} |
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} |
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@inproceedings{stamatatos2017authorship, |
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title={Authorship attribution using text distortion}, |
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author={Stamatatos, Efstathios}, |
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booktitle={Proc. of the 15th Conf. of the European Chapter of the Association for Computational Linguistics}, |
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volume={1} |
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pages={1138--1149}, |
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year={2017} |
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} |
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``` |
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### Contributions |
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Thanks to [@thomwolf](https://github.com/thomwolf), [@eltoto1219](https://github.com/eltoto1219), [@malikaltakrori](https://github.com/malikaltakrori) for adding this dataset. |
