Story generation method and device based on hidden variable model

A technology of hidden variables and models, applied in the field of story generation based on hidden variable models, can solve problems such as unsmooth and irrelevant stories

Active Publication Date: 2019-09-27
TSINGHUA UNIV
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Problems solved by technology

[0007] In order to overcome the above-mentioned problem that the stories generated by the existing story generation method are not smooth and not relevant to the topic...

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  • Story generation method and device based on hidden variable model
  • Story generation method and device based on hidden variable model
  • Story generation method and device based on hidden variable model

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Embodiment Construction

[0021] In order to more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings that need to be used in the description of the embodiments or the prior art. Obviously, the accompanying drawings in the following description These are some embodiments of the present invention. Those skilled in the art can also obtain other drawings based on these drawings without creative work.

[0022] In one embodiment of the present invention, a hidden variable model-based story generation method is provided, figure 1 A schematic diagram of the overall flow of a method for generating a story based on a hidden variable model provided by an embodiment of the present invention, the method includes: S101, based on the planning model in the trained hidden variable model, generate an outline of the story according to the title of the story; wherein, The hidden variable in the hidden variable model is ...

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Abstract

The invention provides a story generation method and device based on a hidden variable model, and the method comprises the steps of generating the outline of a story according to a title of the story based on a trained planning model in the hidden variable model, wherein the hidden variable in the hidden variable model is the outline; and generating the story according to the outline and the title based on a generation model in the trained hidden variable model. According to the present invention, on one hand, the story outline is used as the auxiliary guidance information to enable the generated story to be more smooth and to stick to the topic, the information difference between the title and the story in the story generation can be reduced, and the story generation difficulty is reduced; on the other hand, the story outline is modeled as a hidden variable, the form of the hidden variable is not limited, the hidden variable can contain more information, and the hidden variable is completely learnable and has very high learning capability; in addition, the method can be expanded into the text generation in other forms, and has very good practicability and universality.

Description

technical field [0001] The invention belongs to the technical field of text generation, and in particular relates to a method and device for generating a story based on a hidden variable model. Background technique [0002] With the advent of the era of big data, the amount of data converted by people in daily production has increased sharply, and the manual generation and arrangement of text data has brought people an increasingly heavy workload. People's demand for automatic text generation is increasing day by day. [0003] With the vigorous development of artificial intelligence technology, especially the gradual maturity of related technologies in the field of natural language processing, automatic text generation has become a possibility. As a sub-field of text generation, story generation is still an unsolved problem due to the relatively large information gap between input and output. [0004] Most of the existing story generation methods are based on the neural net...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06F17/20G06F40/00
CPCG06F40/00G06F18/214
Inventor 刘洋陈刚栾焕博孙茂松
Owner TSINGHUA UNIV
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