General topic-embedding-model joint-training method
A topic model and training method technology, applied in character and pattern recognition, special data processing applications, instruments, etc., can solve problems such as dependence on specific models, lack of versatility, and difficulty in improving two models at the same time
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[0024] Below in conjunction with accompanying drawing and specific embodiment, further illustrate the present invention, should be understood that these embodiments are only for illustrating the present invention and are not intended to limit the scope of the present invention, after having read the present invention, those skilled in the art will understand various aspects of the present invention Modifications in equivalent forms all fall within the scope defined by the appended claims of this application.
[0025] The present invention proposes a general topic embedding model joint training method. The topic model and the embedding model are jointly trained by means of additive regularization. In theory, each component model can be replaced with other similar models, regardless of the specificity of the model. The form avoids the drawbacks of other similar combination model methods that need to be customized for a specific model, improves the generality of the training metho...
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