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Learning Character-Level Representations For Part-Of-Speech Tagging PDF

9 Pages·2019·English
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by ['Dewi Kirana']| 2019| 9 pages| English

About Learning Character-Level Representations For Part-Of-Speech Tagging

This document proposes a deep neural network architecture called CharWNN that learns character-level representations of words to perform part-of-speech tagging. CharWNN uses a convolutional layer to extract character-level embeddings for each word, capturing morphological information. Experimental results show CharWNN achieves state-of-the-art accuracy for part-of-speech tagging on English and Portuguese datasets without using any handcrafted features. The approach effectively extracts character-level features relevant to part-of-speech tagging from words.

Detailed Information

Author:['Dewi Kirana']
Publication Year:2019
Pages:9
Language:English
Format:PDF
Price:FREE
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