A dialogue method and system based on generative sentiment memory and emotion state prediction

By employing a dialogue method based on generative emotional memory and emotional state prediction, the problem of insufficient emotional state modeling in dialogue systems is solved, thereby improving the consistency of dialogue context and the accuracy of responses. Furthermore, user emotional data is stored locally on the terminal device to protect privacy.

CN122451004APending Publication Date: 2026-07-24GUILIN UNIV OF ELECTRONIC TECH
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
GUILIN UNIV OF ELECTRONIC TECH
Filing Date
2026-05-06
Publication Date
2026-07-24

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Abstract

The application relates to the field of artificial intelligence dialogue technology and proposes a dialogue method and system based on generative sentiment memory and sentiment state prediction. The method converts user input into a structured sentiment state containing a sentiment category, a sentiment intensity and time information, and constructs a historical sentiment state sequence; when it is detected that the current sentiment state conflicts with the historical sentiment state and a preset trigger condition is met, a generative model is used to fuse the conflicting sentiment state, generate a unified sentiment representation and replace the historical sentiment state; the future sentiment state is predicted based on the historical sentiment state sequence; during dialogue generation, the historical sentiment state is weightedly searched based on the current sentiment state, the predicted sentiment state, the sentiment intensity and time decay, and the selected sentiment memory and the predicted sentiment state are jointly input into a dialogue generation model to generate a reply.
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