Deep Learning-Based Context-Sensitive Spelling Typing Error Correction
نویسندگان
چکیده
منابع مشابه
Applying Winnow to Context-sensitive Spelling Correction Applying Winnow to Context-sensitive Spelling Correction
Multiplicative weight-updating algorithms such as Winnow have been studied extensively in the COLT literature, but only recently have people started to use them in applications. In this paper, we apply a Winnow-based algorithm to a task in natural language: context-sensitive spelling correction. This is the task of xing spelling errors that happen to result in valid words, such as substituting ...
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A large class of machine-learning problems in natural language require the characterization of linguistic context. Two characteristic properties of such problems are that their feature space is of very high dimensionality, and their target concepts refer to only a small subset of the features in the space. Under such conditions, multiplicative weight-update algorithms such as Winnow have been s...
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Context-sensitive spelling correction is the task of correcting spelling errors which result in valid words. We present work in progress where we adapt established methods from English to a morphologically rich language and conclude that the rich morphology negatively affects performance. However, our system is still good enough to be useful in regular word processing.
متن کامل{25 () a Winnow-based Approach to Context-sensitive Spelling Correction *
A large class of machine-learning problems in natural language require the characterization of linguistic context. Two characteristic properties of such problems are that their feature space is of very high dimensionality, and their target concepts depend on only a small subset of the features in the space. Under such conditions, multiplicative weight-update algorithms such as Win-now have been...
متن کاملApplying Winnow to Context-Sensitive Spelling Correction
Multiplicative weight-updating algorithms such as Winnow have been studied extensively in the COLT literature, but only recently have people started to use them in applications. In this paper, we apply a Winnow-based algorithm to a task in natural language: contextsensitive spelling correction. This is the task of xing spelling errors that happen to result in valid words, such as substituting t...
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ژورنال
عنوان ژورنال: IEEE Access
سال: 2020
ISSN: 2169-3536
DOI: 10.1109/access.2020.3014779