Chinese Lexical Analysis with Deep Bi-GRU-CRF Network

The guideline for segmentation and part-of-speech tagging on very large scale corpus of contemporary chinese

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Earlier work this paper cites.

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Earlier work this paper cites.

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Earlier work this paper cites.

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Earlier work this paper cites.

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Earlier work this paper cites.

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Earlier work this paper cites.

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