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README.md
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| 1 |
+
---
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| 2 |
+
annotations_creators:
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| 3 |
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- expert-generated
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| 4 |
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language_creators:
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- found
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| 6 |
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language:
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- en
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license:
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| 9 |
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- cc-by-nc-sa-4.0
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multilinguality:
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- monolingual
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- other-language-learner
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size_categories:
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- 1K<n<10K
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| 15 |
+
source_datasets:
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| 16 |
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- extended|other-GUG-grammaticality-judgements
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| 17 |
+
task_categories:
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| 18 |
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- text2text-generation
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| 19 |
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task_ids: []
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paperswithcode_id: jfleg
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pretty_name: JHU FLuency-Extended GUG corpus
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tags:
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- grammatical-error-correction
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dataset_info:
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features:
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- name: sentence
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| 27 |
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dtype: string
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- name: corrections
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sequence: string
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splits:
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- name: validation
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num_bytes: 379979
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| 33 |
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num_examples: 755
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| 34 |
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- name: test
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| 35 |
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num_bytes: 379699
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| 36 |
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num_examples: 748
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| 37 |
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download_size: 289093
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| 38 |
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dataset_size: 759678
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| 39 |
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configs:
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| 40 |
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- config_name: default
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| 41 |
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data_files:
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| 42 |
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- split: validation
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| 43 |
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path: data/validation-*
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| 44 |
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- split: test
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path: data/test-*
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| 46 |
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---
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| 47 |
+
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| 48 |
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# Dataset Card for JFLEG
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| 49 |
+
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| 50 |
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## Table of Contents
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| 51 |
+
- [Dataset Description](#dataset-description)
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| 52 |
+
- [Dataset Summary](#dataset-summary)
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| 53 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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| 54 |
+
- [Languages](#languages)
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| 55 |
+
- [Dataset Structure](#dataset-structure)
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| 56 |
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- [Data Instances](#data-instances)
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| 57 |
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- [Data Fields](#data-fields)
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| 58 |
+
- [Data Splits](#data-splits)
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| 59 |
+
- [Dataset Creation](#dataset-creation)
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| 60 |
+
- [Curation Rationale](#curation-rationale)
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| 61 |
+
- [Source Data](#source-data)
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| 62 |
+
- [Annotations](#annotations)
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| 63 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
| 64 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
| 65 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
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| 66 |
+
- [Discussion of Biases](#discussion-of-biases)
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| 67 |
+
- [Other Known Limitations](#other-known-limitations)
|
| 68 |
+
- [Additional Information](#additional-information)
|
| 69 |
+
- [Dataset Curators](#dataset-curators)
|
| 70 |
+
- [Licensing Information](#licensing-information)
|
| 71 |
+
- [Citation Information](#citation-information)
|
| 72 |
+
- [Contributions](#contributions)
|
| 73 |
+
|
| 74 |
+
## Dataset Description
|
| 75 |
+
|
| 76 |
+
- **Homepage:** [Github](https://github.com/keisks/jfleg)
|
| 77 |
+
- **Repository:** [Github](https://github.com/keisks/jfleg)
|
| 78 |
+
- **Paper:** [Napoles et al., 2020](https://www.aclweb.org/anthology/E17-2037/)
|
| 79 |
+
- **Leaderboard:** [Leaderboard](https://github.com/keisks/jfleg#leader-board-published-results)
|
| 80 |
+
- **Point of Contact:** Courtney Napoles, Keisuke Sakaguchi
|
| 81 |
+
|
| 82 |
+
### Dataset Summary
|
| 83 |
+
JFLEG (JHU FLuency-Extended GUG) is an English grammatical error correction (GEC) corpus. It is a gold standard benchmark for developing and evaluating GEC systems with respect to fluency (extent to which a text is native-sounding) as well as grammaticality. For each source document, there are four human-written corrections.
|
| 84 |
+
|
| 85 |
+
### Supported Tasks and Leaderboards
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| 86 |
+
Grammatical error correction.
|
| 87 |
+
|
| 88 |
+
### Languages
|
| 89 |
+
English (native as well as L2 writers)
|
| 90 |
+
|
| 91 |
+
## Dataset Structure
|
| 92 |
+
|
| 93 |
+
### Data Instances
|
| 94 |
+
Each instance contains a source sentence and four corrections. For example:
|
| 95 |
+
```python
|
| 96 |
+
{
|
| 97 |
+
'sentence': "They are moved by solar energy ."
|
| 98 |
+
'corrections': [
|
| 99 |
+
"They are moving by solar energy .",
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| 100 |
+
"They are moved by solar energy .",
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| 101 |
+
"They are moved by solar energy .",
|
| 102 |
+
"They are propelled by solar energy ."
|
| 103 |
+
]
|
| 104 |
+
}
|
| 105 |
+
```
|
| 106 |
+
|
| 107 |
+
### Data Fields
|
| 108 |
+
- sentence: original sentence written by an English learner
|
| 109 |
+
- corrections: corrected versions by human annotators. The order of the annotations are consistent (eg first sentence will always be written by annotator "ref0").
|
| 110 |
+
|
| 111 |
+
### Data Splits
|
| 112 |
+
- This dataset contains 1511 examples in total and comprise a dev and test split.
|
| 113 |
+
- There are 754 and 747 source sentences for dev and test, respectively.
|
| 114 |
+
- Each sentence has 4 corresponding corrected versions.
|
| 115 |
+
|
| 116 |
+
## Dataset Creation
|
| 117 |
+
|
| 118 |
+
### Curation Rationale
|
| 119 |
+
|
| 120 |
+
[More Information Needed]
|
| 121 |
+
|
| 122 |
+
### Source Data
|
| 123 |
+
|
| 124 |
+
#### Initial Data Collection and Normalization
|
| 125 |
+
|
| 126 |
+
[More Information Needed]
|
| 127 |
+
|
| 128 |
+
#### Who are the source language producers?
|
| 129 |
+
|
| 130 |
+
[More Information Needed]
|
| 131 |
+
|
| 132 |
+
### Annotations
|
| 133 |
+
|
| 134 |
+
#### Annotation process
|
| 135 |
+
|
| 136 |
+
[More Information Needed]
|
| 137 |
+
|
| 138 |
+
#### Who are the annotators?
|
| 139 |
+
|
| 140 |
+
[More Information Needed]
|
| 141 |
+
|
| 142 |
+
### Personal and Sensitive Information
|
| 143 |
+
|
| 144 |
+
[More Information Needed]
|
| 145 |
+
|
| 146 |
+
## Considerations for Using the Data
|
| 147 |
+
|
| 148 |
+
### Social Impact of Dataset
|
| 149 |
+
|
| 150 |
+
[More Information Needed]
|
| 151 |
+
|
| 152 |
+
### Discussion of Biases
|
| 153 |
+
|
| 154 |
+
[More Information Needed]
|
| 155 |
+
|
| 156 |
+
### Other Known Limitations
|
| 157 |
+
|
| 158 |
+
[More Information Needed]
|
| 159 |
+
|
| 160 |
+
## Additional Information
|
| 161 |
+
|
| 162 |
+
### Dataset Curators
|
| 163 |
+
|
| 164 |
+
[More Information Needed]
|
| 165 |
+
|
| 166 |
+
### Licensing Information
|
| 167 |
+
This work is licensed under a [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-nc-sa/4.0/).
|
| 168 |
+
|
| 169 |
+
### Citation Information
|
| 170 |
+
This benchmark was proposed by [Napoles et al., 2020](https://arxiv.org/abs/1702.04066).
|
| 171 |
+
|
| 172 |
+
```
|
| 173 |
+
@InProceedings{napoles-sakaguchi-tetreault:2017:EACLshort,
|
| 174 |
+
author = {Napoles, Courtney and Sakaguchi, Keisuke and Tetreault, Joel},
|
| 175 |
+
title = {JFLEG: A Fluency Corpus and Benchmark for Grammatical Error Correction},
|
| 176 |
+
booktitle = {Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers},
|
| 177 |
+
month = {April},
|
| 178 |
+
year = {2017},
|
| 179 |
+
address = {Valencia, Spain},
|
| 180 |
+
publisher = {Association for Computational Linguistics},
|
| 181 |
+
pages = {229--234},
|
| 182 |
+
url = {http://www.aclweb.org/anthology/E17-2037}
|
| 183 |
+
}
|
| 184 |
+
|
| 185 |
+
@InProceedings{heilman-EtAl:2014:P14-2,
|
| 186 |
+
author = {Heilman, Michael and Cahill, Aoife and Madnani, Nitin and Lopez, Melissa and Mulholland, Matthew and Tetreault, Joel},
|
| 187 |
+
title = {Predicting Grammaticality on an Ordinal Scale},
|
| 188 |
+
booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
|
| 189 |
+
month = {June},
|
| 190 |
+
year = {2014},
|
| 191 |
+
address = {Baltimore, Maryland},
|
| 192 |
+
publisher = {Association for Computational Linguistics},
|
| 193 |
+
pages = {174--180},
|
| 194 |
+
url = {http://www.aclweb.org/anthology/P14-2029}
|
| 195 |
+
}
|
| 196 |
+
```
|
| 197 |
+
|
| 198 |
+
### Contributions
|
| 199 |
+
|
| 200 |
+
Thanks to [@j-chim](https://github.com/j-chim) for adding this dataset.
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:c3e5328a79aebb6fd559d19291c055824ed1040c5038731b3449e0e9efb1d59b
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size 141012
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:102d7bd261223c00e2a39f0dd239857de9e5f91f94ae2aefbdd50a38ac6fddf8
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size 148081
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