Datasets:
Tasks:
Text Classification
Formats:
parquet
Sub-tasks:
multi-label-classification
Languages:
English
Size:
1M - 10M
ArXiv:
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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| 2 |
+
---
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| 3 |
+
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| 4 |
+
# Dataset Card for "civil_comments"
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| 5 |
+
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+
## Table of Contents
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| 7 |
+
- [Dataset Description](#dataset-description)
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| 8 |
+
- [Dataset Summary](#dataset-summary)
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| 9 |
+
- [Supported Tasks](#supported-tasks)
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| 10 |
+
- [Languages](#languages)
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| 11 |
+
- [Dataset Structure](#dataset-structure)
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| 12 |
+
- [Data Instances](#data-instances)
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| 13 |
+
- [Data Fields](#data-fields)
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| 14 |
+
- [Data Splits Sample Size](#data-splits-sample-size)
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| 15 |
+
- [Dataset Creation](#dataset-creation)
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| 16 |
+
- [Curation Rationale](#curation-rationale)
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| 17 |
+
- [Source Data](#source-data)
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| 18 |
+
- [Annotations](#annotations)
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| 19 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 20 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
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| 21 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 22 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 23 |
+
- [Other Known Limitations](#other-known-limitations)
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| 24 |
+
- [Additional Information](#additional-information)
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| 25 |
+
- [Dataset Curators](#dataset-curators)
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| 26 |
+
- [Licensing Information](#licensing-information)
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| 27 |
+
- [Citation Information](#citation-information)
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| 28 |
+
- [Contributions](#contributions)
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| 29 |
+
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| 30 |
+
## [Dataset Description](#dataset-description)
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| 31 |
+
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| 32 |
+
- **Homepage:** [https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data](https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification/data)
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| 33 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 34 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 35 |
+
- **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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| 36 |
+
- **Size of downloaded dataset files:** 395.73 MB
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| 37 |
+
- **Size of the generated dataset:** 630.60 MB
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| 38 |
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- **Total amount of disk used:** 1026.33 MB
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| 39 |
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| 40 |
+
### [Dataset Summary](#dataset-summary)
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| 41 |
+
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+
The comments in this dataset come from an archive of the Civil Comments
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| 43 |
+
platform, a commenting plugin for independent news sites. These public comments
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| 44 |
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were created from 2015 - 2017 and appeared on approximately 50 English-language
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| 45 |
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news sites across the world. When Civil Comments shut down in 2017, they chose
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| 46 |
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to make the public comments available in a lasting open archive to enable future
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research. The original data, published on figshare, includes the public comment
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text, some associated metadata such as article IDs, timestamps and
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commenter-generated "civility" labels, but does not include user ids. Jigsaw
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| 50 |
+
extended this dataset by adding additional labels for toxicity and identity
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| 51 |
+
mentions. This data set is an exact replica of the data released for the
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| 52 |
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Jigsaw Unintended Bias in Toxicity Classification Kaggle challenge. This
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| 53 |
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dataset is released under CC0, as is the underlying comment text.
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| 54 |
+
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| 55 |
+
### [Supported Tasks](#supported-tasks)
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| 56 |
+
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| 57 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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+
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| 59 |
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### [Languages](#languages)
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| 60 |
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| 61 |
+
[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:** 395.73 MB
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- **Size of the generated dataset:** 630.60 MB
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| 73 |
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- **Total amount of disk used:** 1026.33 MB
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An example of 'validation' looks as follows.
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```
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{
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"identity_attack": 0.0,
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| 79 |
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"insult": 0.0,
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| 80 |
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"obscene": 0.0,
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| 81 |
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"severe_toxicity": 0.0,
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"sexual_explicit": 0.0,
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"text": "The public test.",
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"threat": 0.0,
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"toxicity": 0.0
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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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- `toxicity`: a `float32` feature.
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- `severe_toxicity`: a `float32` feature.
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- `obscene`: a `float32` feature.
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- `threat`: a `float32` feature.
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- `insult`: a `float32` feature.
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- `identity_attack`: a `float32` feature.
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- `sexual_explicit`: a `float32` feature.
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+
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+
### [Data Splits Sample Size](#data-splits-sample-size)
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| 104 |
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| name | train |validation|test |
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| 106 |
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|-------|------:|---------:|----:|
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|default|1804874| 97320|97320|
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| 108 |
+
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## [Dataset Creation](#dataset-creation)
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| 110 |
+
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| 111 |
+
### [Curation Rationale](#curation-rationale)
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| 112 |
+
|
| 113 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 114 |
+
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| 115 |
+
### [Source Data](#source-data)
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| 116 |
+
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| 117 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 118 |
+
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| 119 |
+
### [Annotations](#annotations)
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| 120 |
+
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| 121 |
+
[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 |
+
### [Personal and Sensitive Information](#personal-and-sensitive-information)
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| 124 |
+
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| 125 |
+
[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 |
+
## [Considerations for Using the Data](#considerations-for-using-the-data)
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| 128 |
+
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| 129 |
+
### [Social Impact of Dataset](#social-impact-of-dataset)
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| 130 |
+
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| 131 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 132 |
+
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| 133 |
+
### [Discussion of Biases](#discussion-of-biases)
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| 134 |
+
|
| 135 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 136 |
+
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| 137 |
+
### [Other Known Limitations](#other-known-limitations)
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| 138 |
+
|
| 139 |
+
[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 |
+
## [Additional Information](#additional-information)
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| 142 |
+
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| 143 |
+
### [Dataset Curators](#dataset-curators)
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| 144 |
+
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| 145 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
| 146 |
+
|
| 147 |
+
### [Licensing Information](#licensing-information)
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| 148 |
+
|
| 149 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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| 150 |
+
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| 151 |
+
### [Citation Information](#citation-information)
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| 152 |
+
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| 153 |
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```
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| 154 |
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| 155 |
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@article{DBLP:journals/corr/abs-1903-04561,
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| 156 |
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author = {Daniel Borkan and
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| 157 |
+
Lucas Dixon and
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| 158 |
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Jeffrey Sorensen and
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| 159 |
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Nithum Thain and
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| 160 |
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Lucy Vasserman},
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| 161 |
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title = {Nuanced Metrics for Measuring Unintended Bias with Real Data for Text
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| 162 |
+
Classification},
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| 163 |
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journal = {CoRR},
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| 164 |
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volume = {abs/1903.04561},
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| 165 |
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year = {2019},
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| 166 |
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url = {http://arxiv.org/abs/1903.04561},
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| 167 |
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archivePrefix = {arXiv},
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| 168 |
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eprint = {1903.04561},
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| 169 |
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timestamp = {Sun, 31 Mar 2019 19:01:24 +0200},
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| 170 |
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biburl = {https://dblp.org/rec/bib/journals/corr/abs-1903-04561},
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| 171 |
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bibsource = {dblp computer science bibliography, https://dblp.org}
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| 172 |
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}
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```
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### Contributions
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| 178 |
+
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| 179 |
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Thanks to [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
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