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Emotional dialogue generation method and system based on interactive fusion

An emotion and dialogue technology, applied in neural learning methods, biological neural network models, instruments, etc., can solve problems such as weak emotional perception and insufficient emotional expression.

Active Publication Date: 2021-08-13
STATE GRID E COMMERCE CO LTD +1
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  • Summary
  • Abstract
  • Description
  • Claims
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AI Technical Summary

Problems solved by technology

[0004] The purpose of the present invention is to provide a method and system for generating emotional dialogue based on interactive fusion to solve the problems of weak emotional perception ability and insufficient emotional expression ability of the existing man-machine dialogue system

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  • Emotional dialogue generation method and system based on interactive fusion
  • Emotional dialogue generation method and system based on interactive fusion

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Embodiment Construction

[0044] The specific implementation manners of the present invention will be described in detail below in conjunction with the accompanying drawings. Apparently, the described specific implementations are only some, not all, embodiments of the present invention. Based on the described specific implementation manners, all other specific implementation manners obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0045] The embodiment of the present invention provides a method for generating an emotional dialogue based on interaction fusion, and its execution body may be an intelligent terminal device with text input and output functions, such as a tablet computer, a smart phone, and the like. The embodiment of the present invention provides an interactive fusion-based emotional dialogue generation system, which can be integrated into the above-mentioned terminal device.

[0046] A specific embodime...

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Abstract

The invention discloses an emotional dialogue generation method and system based on interactive fusion. The method comprises the following steps: S100: receiving a dialogue statement text; S200, an emotion classifier identifying an emotion category contained in the dialogue statement text and representing the emotion category as a vector; S300, encoding the dialogue statement text into a context vector by an encoder; S400, a fine-grained interaction module fusing the emotion category representation vector and the context vector of the dialogue statement text to generate an interactive vector; S500, the decoder performing decoding by using the interactive vector to generate a reply; and S600, outputting a reply. The problems that an existing man-machine conversation system is weak in emotion perception ability and insufficient in emotion expression ability can be solved.

Description

technical field [0001] The invention belongs to the technical field of intelligent human-computer dialogue in natural language processing, and in particular relates to a method and system for generating emotional dialogue based on interaction fusion. Background technique [0002] Constructing an intelligent human-computer dialogue system is a very challenging and important task in natural language processing (NLP), which is currently being widely concerned by academia and industry. Emotion is an important feature that distinguishes humans from machines, and plays an important role in social scenarios. In healthcare, for example, emotion prediction can be used in mental health counseling to help predict and prevent suicide or depression. Studies have shown that handling emotion in dialog systems can improve user satisfaction and reduce the occurrence of dialog glitches. Getting machines to understand emotions has been a long-standing goal of artificial intelligence. [000...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/332G06F16/33G06F16/35G06F40/126G06F40/242G06N3/04G06N3/08
CPCG06F16/3329G06F16/3344G06F16/35G06F40/126G06F40/242G06N3/08G06N3/044
Inventor 张宾孙喜民高亚斌贾江凯王帅李慧超刘丹王明达
Owner STATE GRID E COMMERCE CO LTD
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