Data processing method and device, equipment, storage medium and program product

By reconstructing and validating service dialogue data using a large language model, a standard dialogue corpus was built, solving the problem of frequent retraining in customer service training, achieving automated generation and rapid updates, and improving training efficiency and effectiveness.

CN122334290APending Publication Date: 2026-07-03CHINA UNIONPAY
View PDF 0 Cites 0 Cited by

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
CHINA UNIONPAY
Filing Date
2026-03-23
Publication Date
2026-07-03

Smart Images

  • Figure CN122334290A_ABST
    Figure CN122334290A_ABST
Patent Text Reader

Abstract

This application discloses a data processing method, apparatus, device, storage medium, and program product, relating to the field of artificial intelligence technology. The data processing method includes acquiring service dialogue data between customer service representatives and users, wherein the service dialogue data includes at least two consecutive messages from the same role in both the customer service representative and the user role; inputting the service dialogue data and a first prompt word into a first large language model to obtain a standard dialogue corpus output by the first large language model; using the first prompt word to constrain the first large language model to semantically integrate the at least two consecutive messages from the same role, forming a single-sentence dialogue text of alternating question-and-answer between the two roles; and constructing a training dialogue corpus based on the results of business topic verification and semantic structure verification in the standard dialogue corpus. This enables the rapid construction of a training dialogue corpus, solving the problem of low training efficiency.
Need to check novelty before this filing date? Find Prior Art