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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-correction and to distinguish a correct token from its phonological…

Computation and Language · Computer Science 2023-03-21 Rui Sun , Xiuyu Wu , Yunfang Wu

Misspelled words of the malicious kind work by changing specific keywords and are intended to thwart existing automated applications for cyber-environment control such as harassing content detection on the Internet and email spam detection.…

Computation and Language · Computer Science 2019-01-24 Hongyu Gong , Yuchen Li , Suma Bhat , Pramod Viswanath

Learner corpus collects language data produced by L2 learners, that is second or foreign-language learners. This resource is of great relevance for second language acquisition research, foreign-language teaching, and automatic grammatical…

Computation and Language · Computer Science 2022-01-03 Yingying Wang , Cunliang Kong , Liner Yang , Yijun Wang , Xiaorong Lu , Renfen Hu , Shan He , Zhenghao Liu , Yun Chen , Erhong Yang , Maosong Sun

We present Native Chinese Reader (NCR), a new machine reading comprehension (MRC) dataset with particularly long articles in both modern and classical Chinese. NCR is collected from the exam questions for the Chinese course in China's high…

Computation and Language · Computer Science 2021-12-15 Shusheng Xu , Yichen Liu , Xiaoyu Yi , Siyuan Zhou , Huizi Li , Yi Wu

Due to the ambiguity of homophones, Chinese Spell Checking (CSC) has widespread applications. Existing systems typically utilize BERT for text encoding. However, CSC requires the model to account for both phonetic and graphemic information.…

Computation and Language · Computer Science 2022-11-08 Xiaotian Zhang , Hang Yan , Yu Sun , Xipeng Qiu

Deploying Large Language Models (LLMs) in medical applications requires fact-checking capabilities to ensure patient safety and regulatory compliance. We introduce MedFact, a challenging Chinese medical fact-checking benchmark with 2,116…

Computation and Language · Computer Science 2025-11-18 Jiayi He , Yangmin Huang , Qianyun Du , Xiangying Zhou , Zhiyang He , Jiaxue Hu , Xiaodong Tao , Lixian Lai

Chinese, as a linguistic system rich in depth and complexity, is characterized by distinctive elements such as ancient poetry, proverbs, idioms, and other cultural constructs. However, current Large Language Models (LLMs) face limitations…

Computation and Language · Computer Science 2025-06-03 Jizhan Fang , Tianhe Lu , Yunzhi Yao , Ziyan Jiang , Xin Xu , Huajun Chen , Ningyu Zhang

In this paper, we present an overview of the CTC 2021, a Chinese text correction task for native speakers. We give detailed descriptions of the task definition and the data for training as well as evaluation. We also summarize the…

Computation and Language · Computer Science 2022-08-12 Honghong Zhao , Baoxin Wang , Dayong Wu , Wanxiang Che , Zhigang Chen , Shijin Wang

We introduce the world's first clinical terminology for the Chinese healthcare community, namely MedCT, accompanied by a clinical foundation model MedBERT and an entity linking model MedLink. The MedCT system enables standardized and…

Computation and Language · Computer Science 2025-04-11 Ye Chen , Dongdong Huang , Haoyun Xu , Cong Fu , Lin Sheng , Qingli Zhou , Yuqiang Shen , Kai Wang

Princeton WordNet (PWN) is a lexicon-semantic network based on cognitive linguistics, which promotes the development of natural language processing. Based on PWN, five Chinese wordnets have been developed to solve the problems of syntax and…

Computation and Language · Computer Science 2020-02-06 Mingchen Li , Zili Zhou , Yanna Wang

Stroke is the basic element of Chinese character and stroke extraction has been an important and long-standing endeavor. Existing stroke extraction methods are often handcrafted and highly depend on domain expertise due to the limited…

Computer Vision and Pattern Recognition · Computer Science 2022-10-26 Lizhao Liu , Kunyang Lin , Shangxin Huang , Zhongli Li , Chao Li , Yunbo Cao , Qingyu Zhou

Stance detection has become an essential tool for analyzing public discussions on social media. Current methods face significant challenges, particularly in Chinese language processing and multi-turn conversational analysis. To address…

Computation and Language · Computer Science 2025-04-21 Fuqiang Niu , Yi Yang , Xianghua Fu , Genan Dai , Bowen Zhang

The current bottleneck in continuous sign language recognition (CSLR) research lies in the fact that most publicly available datasets are limited to laboratory environments or television program recordings, resulting in a single background…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Qidan Zhu , Jing Li , Fei Yuan , Jiaojiao Fan , Quan Gan

The task of semantic parsing is highly useful for dialogue and question answering systems. Many datasets have been proposed to map natural language text into SQL, among which the recent Spider dataset provides cross-domain samples with…

Computation and Language · Computer Science 2019-10-17 Qingkai Min , Yuefeng Shi , Yue Zhang

Job Skill Named Entity Recognition (JobSkillNER) aims to automatically extract key skill information from large-scale job posting data, which is important for improving talent-market matching efficiency and supporting personalized…

Computation and Language · Computer Science 2026-04-28 Guojing Li , Zichuan Fu , Junyi Li , Wenxia Zhou , Xinyang Wu , Jinning Yang , Jingtong Gao , Feng Huang , Xiangyu Zhao

Lexical simplification has attracted much attention in many languages, which is the process of replacing complex words in a given sentence with simpler alternatives of equivalent meaning. Although the richness of vocabulary in Chinese makes…

Computation and Language · Computer Science 2020-10-15 Jipeng Qiang , Xinyu Lu , Yun Li , Yunhao Yuan , Yang Shi , Xindong Wu

Large Language Models (LLMs) have demonstrated substantial potential for error correction in Automatic Speech Recognition (ASR). However, most research focuses on utterances from short-duration speech recordings, which are the predominant…

Computation and Language · Computer Science 2024-12-24 Zhiyuan Tang , Dong Wang , Shen Huang , Shidong Shang

One key characteristic of the Chinese spelling check (CSC) task is that incorrect characters are usually similar to the correct ones in either phonetics or glyph. To accommodate this, previous works usually leverage confusion sets, which…

Computation and Language · Computer Science 2025-06-10 Ziheng Qiao , Houquan Zhou , Yumeng Liu , Zhenghua Li , Min Zhang , Bo Zhang , Chen Li , Ji Zhang , Fei Huang

Large language models (LLMs) show increasing promise in medical applications, but their ability to detect and correct errors in clinical texts -- a prerequisite for safe deployment -- remains under-evaluated, particularly beyond English. We…

Computation and Language · Computer Science 2025-11-04 Naoto Iwase , Hiroki Okuyama , Junichiro Iwasawa

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…

Audio and Speech Processing · Electrical Eng. & Systems 2019-04-24 Shiliang Zhang , Ming Lei , Zhijie Yan
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