IITB System for CoNLL 2013 Shared Task: A Hybrid Approach to Grammatical Error Correction

摘要

We describe our grammar correction system for the CoNLL-2013 shared task. Our system corrects three of the five error types specified for the shared task -noun-number, determiner and subject-verb agreement errors. For noun-number and determiner correction, we apply a classification approach using rich lexical and syntactic features. For subject-verb agreement correction, we propose a new rule-based system which utilizes dependency parse information and a set of conditional rules to ensure agreement of the verb group with its subject. Our system obtained an F-score of 11.03 on the official test set using the M~2 evaluation method (the official evaluation method).