An improved error model for noisy channel spelling correction

被引:200
|
作者
Brill, E [1 ]
Moore, RC [1 ]
机构
[1] Microsoft Res, Redmond, WA 98052 USA
关键词
D O I
10.3115/1075218.1075255
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The noisy channel model has been applied to a wide range of problems, including spelling correction. These models consist of two components: a source model and a channel model. Very little research has gone into improving the channel model for spelling correction. This paper describes a new channel model for spelling correction, based on generic string to string edits. Using this model gives significant performance improvements compared to previously proposed models.
引用
收藏
页码:286 / 293
页数:8
相关论文
共 50 条
  • [21] Adaptive Spelling Error Correction Models for Learner English
    Nagata, Ryo
    Takamura, Hiroya
    Neubig, Graham
    KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS, 2017, 112 : 474 - 483
  • [22] Global Attention Decoder for Chinese Spelling Error Correction
    Guo, Zhao
    Ni, Yuan
    Wang, Keqiang
    Zhu, Wei
    Xie, Guotong
    FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, ACL-IJCNLP 2021, 2021, : 1419 - 1428
  • [23] Comparison of Spelling Error Correction Algorithms for the Indonesian Language
    Bina Nusantara University, BINUS Graduate Program, Computer Science, Jakarta, Indonesia
    不详
    不详
    Int. Conf. Inf. Educ. Technol., ICIET, 1600, (443-447):
  • [24] Spelling Error Correction with Soft-Masked BERT
    Zhang, Shaohua
    Huang, Haoran
    Liu, Jicong
    Li, Hang
    58TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2020), 2020, : 882 - 890
  • [25] Context-Sensitive Malicious Spelling Error Correction
    Gong, Hongyu
    Li, Yuchen
    Bhat, Suma
    Viswanath, Pramod
    WEB CONFERENCE 2019: PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE (WWW 2019), 2019, : 2771 - 2777
  • [26] Spelling Error Detection and Correction for Arabic Using NooJ
    Kassmi, Rafik
    Mbarki, Samir
    Mouloudi, Abdelaziz
    Communications in Computer and Information Science, 2024, 1816 CCIS : 202 - 212
  • [28] SCBERT: Single Channel BERT for Chinese Spelling Correction
    Gao, Hong
    Tu, Xuezhen
    Guan, Donghai
    WEB AND BIG DATA, PT II, APWEB-WAIM 2022, 2023, 13422 : 401 - 414
  • [29] HS-Based Error Correction Algorithm for Noisy Binary GCD Side-Channel Sequences
    Tani, Kenta
    Kunihiro, Noboru
    APPLIED CRYPTOGRAPHY AND NETWORK SECURITY, PT I, ACNS 2023, 2023, 13905 : 59 - 88
  • [30] Self-Supervised Curriculum Learning for Spelling Error Correction
    Gan, Zifa
    Xu, Hongfei
    Zan, Hongying
    2021 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING (EMNLP 2021), 2021, : 3487 - 3494