On the (in) effectiveness of large language models for chinese text correction

Y Li, H Huang, S Ma, Y Jiang, Y Li, F Zhou… - arXiv preprint arXiv …, 2023 - arxiv.org
Recently, the development and progress of Large Language Models (LLMs) have amazed
the entire Artificial Intelligence community. As an outstanding representative of LLMs and the …

The past mistake is the future wisdom: Error-driven contrastive probability optimization for Chinese spell checking

Y Li, Q Zhou, Y Li, Z Li, R Liu, R Sun, Z Wang… - arXiv preprint arXiv …, 2022 - arxiv.org
Chinese Spell Checking (CSC) aims to detect and correct Chinese spelling errors, which are
mainly caused by the phonological or visual similarity. Recently, pre-trained language …

SpellBERT: A lightweight pretrained model for Chinese spelling check

T Ji, H Yan, X Qiu - Proceedings of the 2021 conference on …, 2021 - aclanthology.org
Abstract Chinese Spelling Check (CSC) is to detect and correct Chinese spelling errors.
Many models utilize a predefined confusion set to learn a mapping between correct …

Rocbert: Robust chinese bert with multimodal contrastive pretraining

H Su, W Shi, X Shen, Z Xiao, T Ji, J Fang… - Proceedings of the 60th …, 2022 - aclanthology.org
Large-scale pretrained language models have achieved SOTA results on NLP tasks.
However, they have been shown vulnerable to adversarial attacks especially for logographic …

Learning from the dictionary: Heterogeneous knowledge guided fine-tuning for chinese spell checking

Y Li, S Ma, Q Zhou, Z Li, L Yangning, S Huang… - arXiv preprint arXiv …, 2022 - arxiv.org
Chinese Spell Checking (CSC) aims to detect and correct Chinese spelling errors. Recent
researches start from the pretrained knowledge of language models and take multimodal …

[HTML][HTML] VisPhone: Chinese named entity recognition model enhanced by visual and phonetic features

B Zhang, J Cai, H Zhang, J Shang - Information Processing & Management, 2023 - Elsevier
Many Chinese NER models only focus on lexical and radical information, ignoring the fact
that there are also certain rules for the pronunciation of Chinese entities. In this paper, we …

Improving chinese spelling check by character pronunciation prediction: The effects of adaptivity and granularity

J Li, Q Wang, Z Mao, J Guo, Y Yang… - arXiv preprint arXiv …, 2022 - arxiv.org
Chinese spelling check (CSC) is a fundamental NLP task that detects and corrects spelling
errors in Chinese texts. As most of these spelling errors are caused by phonetic similarity …

Correct Like Humans: Progressive Learning Framework for Chinese Text Error Correction

Y Li, S Ma, S Chen, H Huang, S Huang… - Available at SSRN …, 2023 - papers.ssrn.com
Abstract Chinese Text Error Correction (CTEC) aims to detect and correct errors in the input
text, which benefits human daily life and various downstream tasks. Recent approaches …

Towards real-world writing assistance: A chinese character checking benchmark with faked and misspelled characters

Y Li, Z Xu, S Chen, H Huang, Y Li, Y Jiang, Z Li… - arXiv preprint arXiv …, 2023 - arxiv.org
Writing assistance is an application closely related to human life and is also a fundamental
Natural Language Processing (NLP) research field. Its aim is to improve the correctness and …

PSC-BERT: A spam identification and classification algorithm via prompt learning and spell check

J Gui, Y Zhou, K Yu, X Wu - Knowledge-Based Systems, 2024 - Elsevier
The rapid growth of the Internet has led to an increase in spam activities, posing significant
security threats. Spammers use various tactics, such as intentional misspellings, to evade …