Dialogue model training method and device, equipment, storage medium and program product

Abstract

The invention discloses a dialogue model training method and device, equipment, a storage medium and a program product. The method comprises the steps that multilingual representation between a source language and a target language is determined; carrying out adversarial training on the large language model by utilizing multilingual representation to obtain a trained large language model; inputting a plurality of source languages into a generator of the trained large language model to generate a plurality of pieces of text data; on the basis of the multiple pieces of text data, dialogue content matched with each piece of text data is obtained through a preset method, and multiple pieces of multilingual dialogue data are obtained on the basis of each piece of text data and the dialogue content corresponding to the text data; performing end-to-end dialogue training on the dialogue model by using the plurality of multilingual dialogue data to obtain a trained dialogue model; the trained dialogue model is used for being deployed in the intelligent dialogue system to generate dialogue content corresponding to the input voice data. By adopting the method, the overall performance of the intelligent dialogue system can be improved.

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