Server and multi-language text semantic understanding method
A semantic understanding and server technology, which is applied in the field of server and multilingual text semantic understanding, can solve problems such as inability to understand multilingual unified semantics
Pending Publication Date: 2022-07-05
HISENSE ELECTRONIC TECH (WUHAN) CO LTD
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Problems solved by technology
[0004] This application provides a server and a multilingual text semantic understanding method to solve the technical problem in the prior art that the semantic understanding of multiple languages cannot be effectively unified
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[0031] In order to make the purpose and implementation of the present application clearer, the exemplary embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings in the exemplary embodiments of the present application. Obviously, the described exemplary embodiments are only the Some embodiments are claimed, but not all embodiments.
[0032] It should be noted that the brief description of the terms in the present application is only for the convenience of understanding the embodiments described below, rather than intended to limit the embodiments of the present application. Unless otherwise specified, these terms are to be understood according to their ordinary and ordinary meanings.
[0033] The terms "first", "second", "third", etc. in the description and claims of this application and the above drawings are used to distinguish similar or similar objects or entities, and are not necessarily meant to lim...
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The embodiment of the invention provides a server and a multi-language text semantic understanding method. The method comprises the following steps: identifying a received voice instruction as text data; inputting the text data into a multi-language text semantic understanding model trained by utilizing a meta-learning training method to obtain a user intention and a key slot position value; analyzing the key slot position value into a key value pair form to obtain initial entity information, and performing error correction on the initial entity information to obtain final entity information; unifying the final entity information to obtain standard entity information; parameter packaging is carried out according to the user intention and the standard entity information, packaging information is obtained, and the intelligent terminal can respond to the voice instruction after obtaining the packaging information. According to the method, the meta-learning fine tuning model is utilized, the small sample learning effect is enhanced, and intention analysis on multilingual voice instructions including small languages is realized. And unifying the obtained entity information so as to enable the entity information to be adaptive to downstream tasks, and realizing a complete process from text input to parameter encapsulation.
Description
technical field [0001] The present application relates to the field of Internet technologies, and in particular, to a server and a method for understanding multilingual text semantics. Background technique [0002] With the continuous development of human-computer interaction, voice is being reshaped into a new paradigm of human-computer interaction. Humans operate machines, from physical handle buttons, to physical keyboards and mice, to touch screens, and now voice has become an important interaction method. More and more people query the weather and maps through voice search, and control smart appliances such as lights and TVs by issuing voice commands. With the wave of economic globalization, smart home appliances with intelligent voice service as the main selling point are sold in many countries and regions at the same time. Therefore, the voice interaction function faces the challenge of multilingualism. [0003] For semantic understanding of multiple languages, it i...
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Login to View More IPC IPC(8): G06F16/33G06F16/35G06F40/30G06F40/58G06K9/62
CPCG06F16/3343G06F16/3344G06F16/35G06F40/30G06F40/58G06F18/214
Inventor 曹晚霞朱飞胡胜元
Owner HISENSE ELECTRONIC TECH (WUHAN) CO LTD