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System and Method for Korean Tagging Using the Concatenation of Jamo and Syllable Embedding
System and Method for Korean Tagging Using the Concatenation of Jamo and Syllable Embedding
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机译:使用Jamo和音节嵌入的串联进行韩语标记的系统和方法
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摘要
The present invention is an apparatus and method for analyzing Korean morphemes using a combination of letter and syllable embeddings that composes input in units of syllables and letters and uses the converted letter embedding to determine the correct part of speech even in frequently occurring typos. Related to, Jamo unit embedding unit for performing elementary, middle, and longitudinal embedding; syllable unit embedding unit for performing syllable unit embedding; combining the three alphabetic embeddings for elementary / middle / vertical, and additionally combining syllable embedding An input unit that expresses a syllable as a vector and provides it as an input of Bi-LSTM-CRF; a learning unit that performs learning using a back propagation algorithm after performing forward / backward steps of Bi-LSTM-CRF; optimal tag sequence Includes a Viterbi search algorithm to find, and an output unit that outputs a part-of-speech tag with symbols indicating the beginning, middle, and end of parts of speech. Is that.
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