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+ ---
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+ annotations_creators:
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+ - expert-generated
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+ language_creators:
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+ - found
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+ language:
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+ - en
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+ license:
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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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+ source_datasets:
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+ - extended|other-GUG-grammaticality-judgements
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+ task_categories:
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+ - text2text-generation
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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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+ 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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+ num_examples: 755
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+ - name: test
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+ num_bytes: 379699
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+ num_examples: 748
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+ download_size: 289093
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+ dataset_size: 759678
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: validation
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+ path: data/validation-*
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+ - split: test
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+ path: data/test-*
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+ ---
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+
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+ # Dataset Card for JFLEG
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+
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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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+
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+ ## Dataset Description
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+
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+ - **Homepage:** [Github](https://github.com/keisks/jfleg)
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+ - **Repository:** [Github](https://github.com/keisks/jfleg)
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+ - **Paper:** [Napoles et al., 2020](https://www.aclweb.org/anthology/E17-2037/)
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+ - **Leaderboard:** [Leaderboard](https://github.com/keisks/jfleg#leader-board-published-results)
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+ - **Point of Contact:** Courtney Napoles, Keisuke Sakaguchi
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+
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+ ### Dataset Summary
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+ 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.
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+
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+ ### Supported Tasks and Leaderboards
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+ Grammatical error correction.
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+
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+ ### Languages
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+ English (native as well as L2 writers)
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+
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+ ## Dataset Structure
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+
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+ ### Data Instances
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+ Each instance contains a source sentence and four corrections. For example:
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+ ```python
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+ {
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+ 'sentence': "They are moved by solar energy ."
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+ 'corrections': [
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+ "They are moving by solar energy .",
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+ "They are moved by solar energy .",
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+ "They are moved by solar energy .",
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+ "They are propelled by solar energy ."
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+ ]
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+ }
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+ ```
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+
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+ ### Data Fields
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+ - sentence: original sentence written by an English learner
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+ - corrections: corrected versions by human annotators. The order of the annotations are consistent (eg first sentence will always be written by annotator "ref0").
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+
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+ ### Data Splits
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+ - This dataset contains 1511 examples in total and comprise a dev and test split.
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+ - There are 754 and 747 source sentences for dev and test, respectively.
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+ - Each sentence has 4 corresponding corrected versions.
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+
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+ ## Dataset Creation
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+
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+ ### Curation Rationale
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+
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+ [More Information Needed]
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+
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+ ### Source Data
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+
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+ #### Initial Data Collection and Normalization
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+
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+ [More Information Needed]
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+
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+ #### Who are the source language producers?
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+
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+ [More Information Needed]
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+
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+ ### Annotations
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+
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+ #### Annotation process
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+
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+ [More Information Needed]
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+
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+ #### Who are the annotators?
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+
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+ [More Information Needed]
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+
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+ ### Personal and Sensitive Information
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+
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+ [More Information Needed]
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+
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+ ## Considerations for Using the Data
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+
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+ ### Social Impact of Dataset
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+
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+ [More Information Needed]
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+
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+ ### Discussion of Biases
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+
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+ [More Information Needed]
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+
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+ ### Other Known Limitations
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+
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+ [More Information Needed]
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+
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+ ## Additional Information
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+
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+ ### Dataset Curators
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+
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+ [More Information Needed]
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+
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+ ### Licensing Information
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+ This work is licensed under a [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License](https://creativecommons.org/licenses/by-nc-sa/4.0/).
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+
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+ ### Citation Information
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+ This benchmark was proposed by [Napoles et al., 2020](https://arxiv.org/abs/1702.04066).
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+
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+ ```
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+ @InProceedings{napoles-sakaguchi-tetreault:2017:EACLshort,
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+ author = {Napoles, Courtney and Sakaguchi, Keisuke and Tetreault, Joel},
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+ title = {JFLEG: A Fluency Corpus and Benchmark for Grammatical Error Correction},
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+ booktitle = {Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers},
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+ month = {April},
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+ year = {2017},
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+ address = {Valencia, Spain},
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+ publisher = {Association for Computational Linguistics},
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+ pages = {229--234},
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+ url = {http://www.aclweb.org/anthology/E17-2037}
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+ }
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+
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+ @InProceedings{heilman-EtAl:2014:P14-2,
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+ author = {Heilman, Michael and Cahill, Aoife and Madnani, Nitin and Lopez, Melissa and Mulholland, Matthew and Tetreault, Joel},
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+ title = {Predicting Grammaticality on an Ordinal Scale},
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+ booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)},
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+ month = {June},
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+ year = {2014},
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+ address = {Baltimore, Maryland},
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+ publisher = {Association for Computational Linguistics},
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+ pages = {174--180},
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+ url = {http://www.aclweb.org/anthology/P14-2029}
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+ }
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+ ```
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+
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+ ### Contributions
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+
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+ Thanks to [@j-chim](https://github.com/j-chim) for adding this dataset.
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