CVTE at IJCNLP-2017 Task 1: Character Checking System for Chinese Grammatical Error Diagnosis Task

Xian Li, Peng Wang, Suixue Wang, Guanyu Jiang, Tianyuan You


Abstract
Grammatical error diagnosis is an important task in natural language processing. This paper introduces CVTE Character Checking System in the NLP-TEA-4 shared task for CGED 2017, we use Bi-LSTM to generate the probability of every character, then take two kinds of strategies to decide whether a character is correct or not. This system is probably more suitable to deal with the error type of bad word selection, which is one of four types of errors, and the rest are words re-dundancy, words missing and words disorder. Finally the second strategy achieves better F1 score than the first one at all of detection level, identification level, position level.
Anthology ID:
I17-4012
Volume:
Proceedings of the IJCNLP 2017, Shared Tasks
Month:
December
Year:
2017
Address:
Taipei, Taiwan
Editors:
Chao-Hong Liu, Preslav Nakov, Nianwen Xue
Venue:
IJCNLP
SIG:
Publisher:
Asian Federation of Natural Language Processing
Note:
Pages:
78–83
Language:
URL:
https://aclanthology.org/I17-4012
DOI:
Bibkey:
Cite (ACL):
Xian Li, Peng Wang, Suixue Wang, Guanyu Jiang, and Tianyuan You. 2017. CVTE at IJCNLP-2017 Task 1: Character Checking System for Chinese Grammatical Error Diagnosis Task. In Proceedings of the IJCNLP 2017, Shared Tasks, pages 78–83, Taipei, Taiwan. Asian Federation of Natural Language Processing.
Cite (Informal):
CVTE at IJCNLP-2017 Task 1: Character Checking System for Chinese Grammatical Error Diagnosis Task (Li et al., IJCNLP 2017)
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PDF:
https://aclanthology.org/I17-4012.pdf