--- license: apache-2.0 language: - zh tags: - text-correction pretty_name: CSC task_categories: - text-generation --- # Dataset Card for CSC 中文拼写纠错数据集 - **Repository:** https://github.com/shibing624/pycorrector ## Dataset Description Chinese Spelling Correction (CSC) is a task to detect and correct misspelled characters in Chinese texts. CSC is challenging since many Chinese characters are visually or phonologically similar but with quite different semantic meanings. 中文拼写纠错数据集,共27万条,是通过原始SIGHAN13、14、15年数据集和Wang271k数据集合并整理后得到,json格式,带错误字符位置信息。 ### Original Dataset Summary - test.json 和 dev.json 为 **SIGHAN数据集**, 包括SIGHAN13 14 15,来自 [官方csc.html](http://nlp.ee.ncu.edu.tw/resource/csc.html) ,文件大小:339kb,4千条。 - train.json 为 **Wang271k数据集**,包括 Wang271k ,来自 [Automatic-Corpus-Generation dimmywang提供](https://github.com/wdimmy/Automatic-Corpus-Generation/blob/master/corpus/train.sgml) ,文件大小:93MB,27万条。 如果只想用SIGHAN数据集,可以这样取数据: ```python from datasets import load_dataset dev_ds = load_dataset('shibing624/CSC', split='validation') print(dev_ds) print(dev_ds[0]) test_ds = load_dataset('shibing624/CSC', split='test') print(test_ds) print(test_ds[0]) ``` ### Supported Tasks and Leaderboards 中文拼写纠错任务 The dataset designed for csc task training pretrained language models. ### Languages The data in CSC are in Chinese. ## Dataset Structure ### Data Instances An example of "train" looks as follows: ```json { "id": "B2-4029-3", "original_text": "晚间会听到嗓音,白天的时候大家都不会太在意,但是在睡觉的时候这嗓音成为大家的恶梦。", "wrong_ids": [ 5, 31 ], "correct_text": "晚间会听到噪音,白天的时候大家都不会太在意,但是在睡觉的时候这噪音成为大家的恶梦。" } ``` ### Data Fields 字段解释: - id:唯一标识符,无意义 - original_text: 原始错误文本 - wrong_ids: 错误字的位置,从0开始 - correct_text: 纠正后的文本 ### Data Splits | | train | dev | test | |---------------|------:|--:|--:| | CSC | 251835条 | 27981条 | 1100条 | ### Licensing Information The dataset is available under the Apache 2.0. ### Citation Information ```latex @misc{Xu_Pycorrector_Text_error, title={Pycorrector: Text error correction tool}, author={Xu Ming}, year={2021}, howpublished={\url{https://github.com/shibing624/pycorrector}}, } ``` ### Contributions [shibing624](https://github.com/shibing624) 整理并上传