Technical document term interpretation generation method and device based on GAN network
A technology for generating technical documents and generating devices, applied in the fields of word processing, deep learning and neural networks, it can solve the problems that technical documents do not have professional terminology explanations and the quality of terminology explanations is not high, and achieve the effect of filtering and evaluating professional terms.
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Embodiment 1
[0046] The technical document term explanation generation method based on the GAN network of the present invention, the method is to use the GAN network to train the term explanation generator G and the term explanation discriminator D, add the term discriminator Dz, and judge whether the term can be explained in this type of technical document , to achieve better filtering and evaluation of technical terms, and to classify the generated terminology explanations through the terminology explanation classifier C, so that the input professional terminology vector Vi can better meet the user's personalized requirements for professional terminology explanations, and generate High-quality technical terminology explanation; the specific steps are as follows:
[0047] S1, generate the training of the term network model, as attached figure 2 As shown, the specific steps are as follows:
[0048] S101. Collect technical document training data sets, perform data preprocessing and data l...
Embodiment 2
[0065] as attached figure 1 As shown, the technical document term interpretation generation device based on GAN network of the present invention includes a term discriminator Dz, a term vector generator Gv, a term interpretation generator G, a term interpretation discriminator D and a term interpretation classifier C; term The discriminator Dz makes judgments based on the professional term corpus and rules produced by using technical documents, and feeds the results back to the expensive term vector generator Gv; the term vector generator Gv forms a professional Term vector Vi, denoted as Vi(Si, Ri); among them, Si represents a technical term; Ri represents the requirement for term interpretation; the term interpretation generator G generates a professional term explanation according to the term vector Vi; the term interpretation discriminator D judges the production Whether the term in time is true, reasonable, accurate, and effective, and at the same time judge whether the t...
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