MCRSpell: A metric learning of correct representation for Chinese spelling correction

C Li, M Zhang, X Zhang, Y Yan - Expert Systems with Applications, 2024 - Elsevier
Chinese spelling correction (CSC) is a difficult but gratifying work that not only helps
individuals read and understand the material in their daily lives but also serves as pre …

CRASpell: A contextual typo robust approach to improve Chinese spelling correction

S Liu, S Song, T Yue, T Yang, H Cai… - Findings of the …, 2022 - aclanthology.org
Recently, Bert-based models have dominated the research of Chinese spelling correction
(CSC). These methods have two limitations:(1) they have poor performance on multi-typo …

Rethinking masked language modeling for chinese spelling correction

H Wu, S Zhang, Y Zhang, H Zhao - arXiv preprint arXiv:2305.17721, 2023 - arxiv.org
In this paper, we study Chinese Spelling Correction (CSC) as a joint decision made by two
separate models: a language model and an error model. Through empirical analysis, we …

Think twice: a post-processing approach for the Chinese spelling error correction

W Gou, Z Chen - Applied Sciences, 2021 - mdpi.com
Chinese Spelling Error Correction is a hot subject in the field of natural language
processing. Researchers have already produced many great solutions, from the initial rule …

Exploration and exploitation: Two ways to improve Chinese spelling correction models

C Li, C Zhang, X Zheng, X Huang - arXiv preprint arXiv:2105.14813, 2021 - arxiv.org
A sequence-to-sequence learning with neural networks has empirically proven to be an
effective framework for Chinese Spelling Correction (CSC), which takes a sentence with …

[HTML][HTML] EDMSpell: Incorporating the error discriminator mechanism into chinese spelling correction for the overcorrection problem

L Sheng, Z Xu, X Li, Z Jiang - Journal of King Saud University-Computer …, 2023 - Elsevier
Chinese spelling correction (CSC), which is designed to detect and correct typos in the text,
is an important and challenging task that has attracted increasing attention. Current CSC …

Ptcspell: Pre-trained corrector based on character shape and pinyin for chinese spelling correction

X Wei, J Huang, H Yu, Q Liu - Findings of the Association for …, 2023 - aclanthology.org
Chinese spelling correction (CSC) is a challenging task with the goal of correcting each
wrong character in Chinese texts. Incorrect characters in a Chinese text are mainly due to …

Chinese Spelling Correction as Rephrasing Language Model

L Liu, H Wu, H Zhao - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
This paper studies Chinese Spelling Correction (CSC), which aims to detect and correct
potential spelling errors in a given sentence. Current state-of-the-art methods regard CSC as …

CoSPA: An improved masked language model with copy mechanism for Chinese spelling correction

S Yang, L Yu - Uncertainty in Artificial Intelligence, 2022 - proceedings.mlr.press
Existing BERT-based models for Chinese spelling correction (CSC) have three issues. 1)
Bert tends to rectify a correct low-frequency collocation into a high-frequency one and leads …

An error-guided correction model for Chinese spelling error correction

R Sun, X Wu, Y Wu - arXiv preprint arXiv:2301.06323, 2023 - arxiv.org
Although existing neural network approaches have achieved great success on Chinese
spelling correction, there is still room to improve. The model is required to avoid over …