Combining weighted category-aware contextual information in convolutional neural networks for text classification

WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, pp. 2815-2834, 2020.

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Abstract:

Convolutional neural networks (CNNs) are widely used in many natural language processing tasks, which employ some convolutional filters to capture useful semantic features of a text. However, a small window size convolutional filter is short of the ability to capture contextual information, simply increasing the window size may bring the ...More

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