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Text generation method and device based on quality perception, equipment and storage medium

A text and quality technology, applied in the field of artificial intelligence, can solve problems such as poor text quality, and achieve the effect of improving the quality of generation and accuracy

Active Publication Date: 2020-04-24
PING AN TECH (SHENZHEN) CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The main purpose of the present invention is to provide a text generation method, device, storage medium and device based on quality perception, aiming to solve the technical problem of poor quality of automatically generated text in the prior art

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  • Text generation method and device based on quality perception, equipment and storage medium
  • Text generation method and device based on quality perception, equipment and storage medium

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Embodiment Construction

[0051] It should be understood that the specific embodiments described herein are only used to explain the present invention, but not to limit the present invention.

[0052] Reference figure 1 , figure 1 It is a schematic structural diagram of a text generation device based on quality perception in a hardware operating environment related to a solution of an embodiment of the present invention.

[0053] Such as figure 1 As shown, the text generation device based on quality perception may include a processor 1001, such as a central processing unit (CPU), a communication bus 1002, a user interface 1003, a network interface 1004, and a memory 1005. Among them, the communication bus 1002 is used to implement connection and communication between these components. The user interface 1003 may include a display screen (Display), and the optional user interface 1003 may also include a standard wired interface and a wireless interface. The wired interface of the user interface 1003 may be a...

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Abstract

The invention discloses a text generation method and device based on quality perception, equipment and a storage medium. The method comprises the steps of obtaining a to-be-processed corpus set; carrying out multi-thread processing on the to-be-processed corpus set; generating a text draft through a sequence-to-sequence model, predicting the position of a to-be-replaced character in the text draftthrough a trained quality perception occlusion language model, predicting semantics of a target position according to a predicted context of the target position, obtaining the target character, and the semantic prediction accuracy can be improved by combining the context; perceiving a shielding language model through the trained quality; replacing the to-be-replaced word with the target word; obtaining a new text draft, returning to the step of predicting the positions of the to-be-replaced characters in the new text draft through the trained quality perception shielding language model according to the new text draft until all the to-be-replaced characters are replaced to obtain a target text, and improving the text generation quality through multiple iterations based on artificial intelligence.

Description

Technical field [0001] The present invention relates to the technical field of artificial intelligence, and in particular to a text generation method, equipment, storage medium and device based on quality perception. Background technique [0002] The existing text generation method is mainly based on the single-round generation method of the sequence-to-sequence model (Seq2seq). The model is generated word by word from left to right (or from right to left) in the text generation stage. Taking into account the text information that has been generated before, once the previous text generation effect is not good, it will have a greater impact on the later generated text, resulting in deviation accumulation. The current multi-round iteration technology uses a simple update of each word from left to right. Manually setting the iteration rounds is equivalent to completely regenerating the entire text. There are three key problems with this method: First, it is impossible to determine ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/35G06F40/30G10L15/26
CPCG06F16/355G10L15/26
Inventor 邓黎明庄伯金王少军
Owner PING AN TECH (SHENZHEN) CO LTD