Position recall method and device based on large language model and electronic equipment

Through the job recall method based on the large language model, the fine-tuned model is used to generate resumes and positions vectors, calculate the similarity and perform recall reordering, which solves the problem of insufficient accuracy of recall effects in the existing technology, and achieves more efficient and accurate job recalls.

CN119988581APending Publication Date: 2025-05-13QIAN JIN NETWORK INFORMATION TECH SHANGHAI LTD
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Patent Information

Application Number
CN202510060260.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-01-15
Publication Date
2025-05-13

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Abstract

The invention discloses a position recall method and device based on a large language model and electronic equipment. The method comprises the following steps: inputting a first instruction fine tuning template filled with resume information and position information of historical delivery positions into a large language model so as to perform fine tuning on the large language model; inputting the position information of a plurality of currently recruitment positions into the fine-tuned large language model, wherein the fine-tuned large language model is used for encoding the position information of the plurality of positions to obtain a plurality of position vectors; inputting the resume information of the target job seeker into a fine-tuned large language model which is used for converting the resume information of the target job seeker into a target resume vector, calculating the similarity between the target resume vector and each position vector, and screening out K position vectors with relatively high similarity; carrying out secondary recall rearrangement on the K position vectors; and ranking the positions corresponding to the plurality of rearranged position vectors according to the similarity to obtain a position recall result. According to the invention, the position recall accuracy and efficiency can be improved.
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