Large model reasoning and calculation enhancement system, method, equipment and medium

By combining the large language model with Prolog, converting and executing natural language problems into Prolog code, the accuracy and reliability problems of the large language model in mathematical calculations and logical reasoning are solved, and the processing of more complex problems and stable results are achieved.

CN119918651APending Publication Date: 2025-05-02SHANDONG INSPUR SCI RES INST CO LTD
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Patent Information

Application Number
CN202411674415.7
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-11-21
Publication Date
2025-05-02

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Abstract

The invention provides a large model reasoning and calculation enhancement system, method, device and medium, and belongs to the technical field of artificial intelligence, the system comprises a user interaction module for obtaining and processing a natural language question input by a user, and returning a calculation result to the user; the reasoning and calculating module is used for converting the processed problem into a standard Prolog code by using the adjusted large language model; the Prolog code integrity verification module is used for carrying out integrity verification on the converted Prolog code; and the Prolog interpreter module is used for analyzing and executing the Prolog code which passes the verification, and then providing a calculation result to the user interaction module. According to the method, the natural language understanding ability of the large language model is combined with the precise calculation ability of Prolog, so that the limitation of the large language model in the aspects of mathematical calculation and logical reasoning is effectively solved, and the accuracy and reliability of a reasoning result are improved.
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