Patent ID: 11967312
Assignee: TENCENT TECHNOLOGY (SHENZHEN) COMPANY LIMITED
Field: Computer technology (Electrical engineering)
Classification: CPC G  Y | IPC G

Claim 16:
17. A non-transitory computer-readable storage medium, storing executable instructions, the executable instructions, when executed by a processor of an electronic device, performing a plurality of operations including:
obtaining a first training sample set, the first training sample set comprising sentence samples with noise obtained through an active learning process, wherein the active learning process includes identifying negative samples in the first training sample set and assigning different weights to the negative samples, and the weight of a negative sample indicates the amount of information of the negative sample;
performing denoising processing on the first training sample set to form a corresponding second training sample set;
processing the second training sample set by using a semantic understanding model, to determine initial parameters of the semantic understanding model;
processing the second training sample set by using the semantic understanding model in response to the initial parameters of the semantic understanding model, to determine update parameters of the semantic understanding model; and
iteratively updating a semantic representation layer network parameter and a task-related output layer network parameter of the semantic understanding model by using the second training sample set and according to the update parameters of the semantic understanding model.