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Level-Up: Learning to improve proficiency level of essays
Conference paper

Level-Up: Learning to improve proficiency level of essays

Wen-Bin Han, Jhih-Jie Chen, Ching-Yu Yang and Jason S. Chang
ACL 2019 - 57th Annual Meeting of the Association for Computational Linguistics, Proceedings of System Demonstrations, pp.207-212
2019

Abstract

Language and Linguistics Computer Science (all) Linguistics and Language
We introduce a method for generating suggestions on a given sentence for improving the proficiency level. In our approach, the sentence is transformed into a sequence of grammatical elements aimed at providing suggestions of more advanced grammar elements based on originals. The method involves parsing the sentence, identifying grammatical elements, and ranking related elements to recommend a higher level of grammatical element. We present a prototype coaching system, Level-Up, that applies the method to English learners' essays in order to assist them in writing and reading. Evaluation on a set of essays shows that our method does assist user in writing.

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