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Model improvement methods and equipment based on pre-training semantic models
Model improvement methods and equipment based on pre-training semantic models
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机译:基于预培训语义模型的模型改进方法和设备
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摘要
PROBLEM TO BE SOLVED: To provide a model improvement method and an apparatus based on a semantic model of pre-training in natural language processing and deep learning. The method obtains an initial improvement model based on a pre-trained semantic model, determines semantic result information of an input vector based on a hash search method, and trains the initial improvement model based on a model distillation method. , Get an improved model. The method obtains the semantic result information of the input vector by performing a hash search on the input vector, replaces the complicated iterative calculation process of the original semantic model, and creates an improved model with few model parameters and high compression ratio. It can be acquired and the processing speed of the improved model can be increased. [Selection diagram] Fig. 2
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