Voice processing method and device, electronic equipment and storage medium
A speech processing and speech sample technology, applied in the computer field, can solve the problems of low interaction success rate, poor speech recognition effect, and complex user sentences.
Pending Publication Date: 2021-12-21
TENCENT TECH (SHENZHEN) CO LTD
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[0003] At present, the voice information is converted into text information through the voice recognition model. However, in the real-time voice recognition scenario, because the current voice recognition model needs to use all the voice information to perform voice recognition, and the user's sentence is relatively complicated, Therefore, the current speech recognition effect is poor, and the interaction success rate is low
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[0052]The technical solutions in this application will be clearly and completely described below in conjunction with the accompanying drawings in this application. Apparently, the described embodiments are only some of the embodiments of the present invention, not all of them. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative efforts fall within the protection scope of the present invention.
[0053] Artificial Intelligence (AI) is a theory, method, technology and application system that uses digital computers or machines controlled by digital computers to simulate, extend and expand human intelligence, perceive the environment, acquire knowledge and use knowledge to obtain the best results. In other words, artificial intelligence is a comprehensive technique of computer science that attempts to understand the nature of intelligence and produce a new kind of intelligent machine that can respond in a si...
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The invention discloses a voice processing method and apparatus, electronic equipment and a storage medium. The method comprises the steps: acquiring a labeled first voice sample, an unlabeled second voice sample, a pre-trained basic voice model, a streaming voice processing model and a language model; adjusting the streaming voice processing model according to the first voice sample to obtain an adjusted streaming voice processing model; based on the first voice sample, the second voice sample and a teacher model corresponding to the streaming voice processing model, training the streaming voice processing model to obtain a trained streaming voice processing model; labeling the second voice sample according to the first voice sample, the basic voice model and the language model to obtain a labeled second voice sample; and training the trained streaming voice processing model based on the first voice sample and the labeled second voice sample to obtain a target voice processing model, and processing the to-be-processed voice through the target voice processing model.
Description
technical field [0001] The present invention relates to the field of computer technology, in particular to a voice processing method, device, electronic equipment and storage medium. Background technique [0002] With the development of communication technology and the popularization of smart terminals, various network communication tools have become one of the main tools for public communication. Among them, due to the convenience of operation and transmission of voice information, it has become the main transmission information of various network communication tools. When using various network communication tools, it also involves the process of converting voice information into text, which is the voice recognition technology. [0003] At present, the voice information is converted into text information through the voice recognition model. However, in the real-time voice recognition scenario, because the current voice recognition model needs to use all the voice informati...
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IPC IPC(8): G10L15/06
CPCG10L15/063
Inventor 曹松军康跃腾付彦喆徐晓烁孙思宁张一珂马龙
Owner TENCENT TECH (SHENZHEN) CO LTD