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Sentence-level Feedback Generation for English Language Learners: Does Data Augmentation Help?
December 18, 2022 ยท Declared Dead ยท ๐ International Conference on Natural Language Generation
"No code URL or promise found in abstract"
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Authors
Shabnam Behzad, Amir Zeldes, Nathan Schneider
arXiv ID
2212.08999
Category
cs.CL: Computation & Language
Citations
6
Venue
International Conference on Natural Language Generation
Last Checked
5 months ago
Abstract
In this paper, we present strong baselines for the task of Feedback Comment Generation for Writing Learning. Given a sentence and an error span, the task is to generate a feedback comment explaining the error. Sentences and feedback comments are both in English. We experiment with LLMs and also create multiple pseudo datasets for the task, investigating how it affects the performance of our system. We present our results for the task along with extensive analysis of the generated comments with the aim of aiding future studies in feedback comment generation for English language learners.
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