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Recently, much Chinese text error correction work has focused on Chinese Spelling Check (CSC) and Chinese Grammatical Error Diagnosis (CGED). In contrast, little attention has been paid to the complicated problem of Chinese Semantic Error…

计算与语言 · 计算机科学 2023-05-10 Bo Sun , Baoxin Wang , Yixuan Wang , Wanxiang Che , Dayong Wu , Shijin Wang , Ting Liu

Much of the recent literature on automatic speech recognition (ASR) is taking an end-to-end approach. Unlike English where the writing system is closely related to sound, Chinese characters (Hanzi) represent meaning, not sound. We propose…

计算与语言 · 计算机科学 2021-08-04 Jiahong Yuan , Xingyu Cai , Dongji Gao , Renjie Zheng , Liang Huang , Kenneth Church

Unlike alphabetic languages, Chinese spelling and pronunciation are different. Both characters and pinyin take an important role in Chinese language understanding. In Chinese NLP tasks, we almost adopt characters or words as model input,…

计算与语言 · 计算机科学 2023-10-10 Baojun Wang , Kun Xu , Lifeng Shang

Chinese pinyin input methods are very important for Chinese language processing. Actually, users may make typos inevitably when they input pinyin. Moreover, pinyin typo correction has become an increasingly important task with the…

计算与语言 · 计算机科学 2018-05-03 Hengyi Cai , Xingguang Ji , Yonghao Song , Yan Jin , Yang Zhang , Mairgup Mansur , Xiaofang Zhao

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 models (PLMs) promote the progress of CSC task. However, there…

计算与语言 · 计算机科学 2022-03-03 Yinghui Li , Qingyu Zhou , Yangning Li , Zhongli Li , Ruiyang Liu , Rongyi Sun , Zizhen Wang , Chao Li , Yunbo Cao , Hai-Tao Zheng

Chinese Spelling Correction (CSC) aims to detect and correct erroneous tokens in sentences. Traditional CSC focuses on equal length correction and uses pretrained language models (PLMs). While Large Language Models (LLMs) have shown…

计算与语言 · 计算机科学 2025-08-12 Junhong Liang , Yu Zhou

ChatGPT has demonstrated impressive performance in various downstream tasks. However, in the Chinese Spelling Correction (CSC) task, we observe a discrepancy: while ChatGPT performs well under human evaluation, it scores poorly according to…

计算与语言 · 计算机科学 2023-11-15 Kunting Li , Yong Hu , Shaolei Wang , Hanhan Ma , Liang He , Fandong Meng , Jie Zhou

In this paper, we present CSCD-NS, the first Chinese spelling check (CSC) dataset designed for native speakers, containing 40,000 samples from a Chinese social platform. Compared with existing CSC datasets aimed at Chinese learners, CSCD-NS…

计算与语言 · 计算机科学 2024-05-24 Yong Hu , Fandong Meng , Jie Zhou

This paper is concerned with phonetic reconstruction of the consonant system of Middle Chinese. We propose to cast the problem as a Mixed Integer Programming problem, which is able to automatically explore homophonic information from…

计算与语言 · 计算机科学 2025-07-08 Xiaoxi Luo , Weiwei Sun

Connectionist Temporal Classification (CTC) based end-to-end speech recognition system usually need to incorporate an external language model by using WFST-based decoding in order to achieve promising results. This is more essential to…

音频与语音处理 · 电气工程与系统科学 2019-04-24 Shiliang Zhang , Ming Lei , Zhijie Yan

Text correction, especially the semantic correction of more widely used scenes, is strongly required to improve, for the fluency and writing efficiency of the text. An adversarial multi-task learning method is proposed to enhance the…

计算与语言 · 计算机科学 2023-06-29 Fanyu Wang , Zhenping Xie

Chinese Spelling Correction (CSC) is gaining increasing attention due to its promise of automatically detecting and correcting spelling errors in Chinese texts. Despite its extensive use in many applications, like search engines and optical…

计算与语言 · 计算机科学 2022-10-24 Wangjie Jiang , Zhihao Ye , Zijing Ou , Ruihui Zhao , Jianguang Zheng , Yi Liu , Siheng Li , Bang Liu , Yujiu Yang , Yefeng Zheng

Data linkage is increasingly used in health research and policy making and is relied on for understanding health inequalities. However, linked data is only as useful as the underlying data quality, and differential linkage rates may induce…

计算与语言 · 计算机科学 2026-01-13 Joseph Lam , Mario Cortina-Borja , Robert Aldridge , Ruth Blackburn , Katie Harron

In this paper, we propose new methods to learn Chinese word representations. Chinese characters are composed of graphical components, which carry rich semantics. It is common for a Chinese learner to comprehend the meaning of a word from…

计算与语言 · 计算机科学 2017-08-17 Tzu-Ray Su , Hung-Yi Lee

Chinese text correction has traditionally focused on spelling and grammar, while factual error correction is usually treated separately. However, in paragraph-level Chinese professional writing, linguistic (word/grammar/punctuation) and…

计算与语言 · 计算机科学 2026-03-02 Jian Kai , Zidong Zhang , Jiwen Chen , Zhengxiang Wu , Songtao Sun , Fuyang Li , Yang Cao , Qiang Liu

To extract robust deep representations from long sequential modeling of speech data, we propose a self-supervised learning approach, namely Contrastive Separative Coding (CSC). Our key finding is to learn such representations by separating…

音频与语音处理 · 电气工程与系统科学 2021-03-02 Jun Wang , Max W. Y. Lam , Dan Su , Dong Yu

Recognition of Off-line Chinese characters is still a challenging problem, especially in historical documents, not only in the number of classes extremely large in comparison to contemporary image retrieval methods, but also new unseen…

计算机视觉与模式识别 · 计算机科学 2018-08-29 Sheng He , Lambert Schomaker

BERT-based models have shown a remarkable ability in the Chinese Spelling Check (CSC) task recently. However, traditional BERT-based methods still suffer from two limitations. First, although previous works have identified that explicit…

计算与语言 · 计算机科学 2023-12-29 Yongchang Cao , Liang He , Zhen Wu , Xinyu Dai

OCR character segmentation for multilingual printed documents is difficult due to the diversity of different linguistic characters. Previous approaches mainly focus on monolingual texts and are not suitable for multilingual-lingual cases.…

计算机视觉与模式识别 · 计算机科学 2016-11-17 Huabin Zheng , Jingyu Wang , Zhengjie Huang , Yang Yang , Rong Pan

Scene text recognition has been studied for decades due to its broad applications. However, despite Chinese characters possessing different characteristics from Latin characters, such as complex inner structures and large categories, few…

计算机视觉与模式识别 · 计算机科学 2023-09-06 Haiyang Yu , Xiaocong Wang , Bin Li , Xiangyang Xue