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US Patent 10916242 Intent recognition method based on deep learning network

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Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
109162420
Patent Inventor Names
Huapeng Sima0
Ao Yao0
Date of Patent
February 9, 2021
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Patent Application Number
169570880
Date Filed
March 26, 2020
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Patent Citations
‌
US Patent 10347241 Speaker-invariant training via adversarial learning
Patent Citations Received
‌
US Patent 11651158 Entity resolution for chatbot conversations
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Patent Primary Examiner
‌
Michael Colucci
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Patent abstract

The present invention relates to the field of intelligent recognition, and discloses an intent recognition method based on a deep learning network, resolving a technical problem that accuracy of intent recognition is not high. A key point of the technical solutions is migrating features of a first deep learning network to a second deep learning network, mainly including: converting data sets of all fields into a word sequence WS and a corresponding PINYIN sequence PS; meanwhile, manually labeling the data set of a certain field and converting the data set into a word sequence WD, a PINYIN sequence PD, and a label; inputting the word sequence WS and the PINYIN sequence PS to the first deep learning network for training to obtain a language model, initializing and updating an encoding layer parameter matrix of the language model; and weighting and inputting the word sequence WD and the PINYIN sequence PD to the second deep learning network after the word sequence WD and the PINYIN sequence PD are inputted to the second deep learning network to be encoded, to train an intent recognition model. Accuracy of performing intent recognition by using the intent recognition model is higher.

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