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README.md
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If you use any of the datasets indexed in UniversalCEFR, **please cite the original dataset papers** they are associated with. You can find them in the data directory above.
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Note that there are a few datasets in UniversalCEFR---`EFCAMDAT`, `APA-LHA`, `BEA Shared Task 2019 Write and Improve`, and `DEPlain`---that are not directly available from the UniversalCEFR Huggingface Org as they require users to agree with their Terms of Use before using them for non-commercial research. Once you've done this, you can use the preprocessing Python scripts in `
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### Contact
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For questions, concerns, clarifications, and issues, please contact [Joseph Marvin Imperial](https://www.josephimperial.com/) (jmri20@bath.ac.uk).
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If you use any of the datasets indexed in UniversalCEFR, **please cite the original dataset papers** they are associated with. You can find them in the data directory above.
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Note that there are a few datasets in UniversalCEFR---`EFCAMDAT`, `APA-LHA`, `BEA Shared Task 2019 Write and Improve`, and `DEPlain`---that are not directly available from the UniversalCEFR Huggingface Org as they require users to agree with their Terms of Use before using them for non-commercial research. Once you've done this, you can use the preprocessing Python scripts in [`universalcefr-experiments`](https://github.com/UniversalCEFR/universalcefr-experiments) repository to transform the raw version to UniversalCEFR version.
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### Contact
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For questions, concerns, clarifications, and issues, please contact [Joseph Marvin Imperial](https://www.josephimperial.com/) (jmri20@bath.ac.uk).
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