[PDF][PDF] On using context for automatic correction of non-word misspellings in student essays

M Flor, Y Futagi - Proceedings of the seventh workshop on …, 2012 - aclanthology.org
M Flor, Y Futagi
Proceedings of the seventh workshop on building educational …, 2012aclanthology.org
In this paper we present a new spell-checking system that utilizes contextual information for
automatic correction of non-word misspellings. The system is evaluated with a large corpus
of essays written by native and nonnative speakers of English to the writing prompts of high-
stakes standardized tests (TOEFL® and GRE®). We also present comparative evaluations
with Aspell and the speller from Microsoft Office 2007. Using context-informed re-ranking of
candidate suggestions, our system exhibits superior errorcorrection results overall and also …
Abstract
In this paper we present a new spell-checking system that utilizes contextual information for automatic correction of non-word misspellings. The system is evaluated with a large corpus of essays written by native and nonnative speakers of English to the writing prompts of high-stakes standardized tests (TOEFL® and GRE®). We also present comparative evaluations with Aspell and the speller from Microsoft Office 2007. Using context-informed re-ranking of candidate suggestions, our system exhibits superior errorcorrection results overall and also corrects errors generated by non-native English writers with almost same rate of success as it does for writers who are native English speakers.
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