The present invention relates to a system for automatically generating text-based sentences on the basis of deep learning to achieve an improvement related to the infinity of utterance patterns and, more specifically, to a system for automatically generating, on the basis of deep learning, text-based sentences having utterance patterns of natural language. The system is configured to: receive, through a deep learning modeling unit (100), an input of utterance patterns of texts and information about common purposes of the texts and perform training for deep learning therefrom; provide, through the deep learning modeling unit, an automatic test sentence generation unit (300) with information about trained deep learning models classified according to purposes; acquire, through the automatic test sentence generation unit (300), the information about deep learning models classified according to purposes, provided by the deep learning modeling unit; input a purpose type provided through an output purpose input unit (200), to the corresponding information about deep learning models classified according to purposes and output a text-based sentence having an utterance pattern of natural language, the sentence being automatically generated according to the input purpose type; and output a credibility value for the output text-based sentence.
SYSTEM FOR AUTOMATICALLY GENERATING TEXT-BASED SENTENCES ON BASIS OF DEEP LEARNING TO ACHIEVE IMPROVEMENT RELATED TO INFINITY OF UTTERANCE PATTERNS