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Multi-language automatic abstract generation method, device and equipment and storage medium

An automatic summarization, multi-language technology, applied in natural language translation, semantic analysis, special data processing applications, etc., can solve problems such as difficulties

Pending Publication Date: 2021-02-12
北京中科凡语科技有限公司
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  • Abstract
  • Description
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Problems solved by technology

Many users can absorb and understand information in their native language at a relatively fast speed, but it is slightly difficult when browsing news content in a non-native language

Method used

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  • Multi-language automatic abstract generation method, device and equipment and storage medium
  • Multi-language automatic abstract generation method, device and equipment and storage medium
  • Multi-language automatic abstract generation method, device and equipment and storage medium

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Embodiment Construction

[0047] The present disclosure will be further described in detail below with reference to the drawings and embodiments. It can be understood that the specific implementation manners described here are only used to explain relevant content, rather than to limit the present disclosure. It should also be noted that, for ease of description, only parts related to the present disclosure are shown in the drawings.

[0048] It should be noted that, in the case of no conflict, the implementation modes and the features in the implementation modes in the present disclosure can be combined with each other. The technical solutions of the present disclosure will be described in detail below with reference to the accompanying drawings and in conjunction with the embodiments.

[0049] Unless otherwise stated, the illustrated exemplary embodiments / embodiments are to be understood as exemplary features providing various details of some ways in which the technical concept of the present disclo...

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Abstract

The invention provides a multi-language automatic abstract generation method, which comprises the following steps of: performing serialized encoding on various language documents in a multi-language document to generate a first hidden layer vector sequence and a second hidden layer vector sequence; converting the first hidden layer vector sequence and the second hidden layer vector sequence into afirst context semantic vector and a second context semantic vector; obtaining a multi-language context semantic vector based on the first context semantic vector and the second context semantic vector; based on the attention distribution between the first encoder and the decoder and the bilingual dictionary, obtaining the translation probability distribution of the first language and the second language, and based on the attention distribution between the second encoder and the decoder, obtaining the replication probability distribution of the second language; obtaining neural probability distribution and decision probability distribution based on the multi-language context semantic vector; and performing weighted summation on the translation probability distribution, the replication probability distribution and the neural probability distribution to obtain a vocabulary distribution probability, and generating an abstract of the multi-language document.

Description

technical field [0001] The present disclosure relates to a multilingual automatic abstract generation method, device, equipment and storage medium. Background technique [0002] As the global exchange of information accelerates, the Internet is flooded with content disseminated in multiple languages. Many users can absorb and understand information in their native language at a relatively fast speed, but it is slightly difficult to browse news content in a non-native language. In addition, content in different languages ​​under the same news topic can provide perspectives from different perspectives, thus helping users to better understand the overall picture of a certain event. [0003] Multilingual automatic summarization can help users obtain core content from multilingual text information more quickly, which is particularly necessary and urgent in today's globalization situation. Contents of the invention [0004] In order to solve at least one of the above technical...

Claims

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Application Information

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IPC IPC(8): G06F16/34G06F40/30G06F40/44G06F40/58
CPCG06F16/345G06F40/30G06F40/44G06F40/58
Inventor 周玉
Owner 北京中科凡语科技有限公司
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