ACL Anthology Network (All About NLP) (beta) The Association Of Computational Linguistics Anthology Network |
ACL ID | W14-1710 |
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Title | Grammatical Error Detection and Correction using a Single Maximum Entropy Model |
Venue | International Conference on Computational Natural Language Learning |
Session | shared task |
Year | 2014 |
Authors |
This paper describes the system of Shang- hai Jiao Tong Unvierity team in the CoNLL-2014 shared task. Error correc- tion operations are encoded as a group of predefined labels and therefore the task is formulized as a multi-label classifica- tion task. For training, labels are obtained through a strict rule-based approach. For decoding, errors are detected and correct- ed according to the classification results. A single maximum entropy model is used for the classification implementation in- corporated with an improved feature selec- tion algorithm. Our system achieved pre- cision of 29.83, recall of 5.16 and F 0.5 of 15.24 in the official evaluation.