BERT Inspired Progressive Stacking to Enhance Spelling Correction in Bengali Text

IF 17.7 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-07-05 DOI:10.1145/3669941

Debajyoty Banik, Saneyika Das, Sheshikala Martha, Achyut Shankar

引用次数: 0

Abstract

Common spelling checks in the current digital era have trouble reading languages like Bengali, which employ English letters differently. In response, we have created a better BERT-based spell checker that makes use of a CNN sub-model (Semantic Network). Our novelty, which we term progressive stacking, concentrates on improving BERT model training while expediting the corrective process. We discovered that, when comparing shallow and deep versions, deeper models could require less training time. There is potential for improving spelling corrections with this technique. We categorized and utilized as a test set a 6300-word dataset that Nayadiganta Mohiuddin supplied, some of which had spelling errors. The most popular terms were the same as those found in the Prothom-Alo artificial error dataset.

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利用 BERT 启发的渐进式堆叠技术加强孟加拉语文本的拼写校正

当前数字时代的普通拼写检查很难读懂像孟加拉语这样的语言，因为这些语言使用的英文字母各不相同。为此，我们利用 CNN 子模型（语义网络）创建了更好的基于 BERT 的拼写检查器。我们称之为渐进式堆叠的新技术集中于改进 BERT 模型的训练，同时加快纠正过程。我们发现，在比较浅层模型和深层模型时，深层模型所需的训练时间更少。这种技术有可能改进拼写纠正。我们对 Nayadiganta Mohiuddin 提供的 6300 个词的数据集进行了分类，并将其用作测试集，其中一些数据集存在拼写错误。最流行的词汇与 Prothom-Alo 人工错误数据集中的词汇相同。

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来源期刊

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.

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