Automatic Recognition and Feature Study of Chinese Characteristic Discourse Based on T5 Language Model
Based on the T5 language model,this study explored automatic recognition and features of Chinese characteristic discourse.By pre-training and fine-tuning on large-scale corpora,this paper constructed a T5 language model suitable for recognizing Chinese characteristic discourse and extracting multidimensional features such as semantics,culture,and emotion to distinguish Chinese characteristic discourse from other types of texts.Experimental results demonstrated that the T5 model exhibited high accuracy in automatic recognition of Chinese characteristic discourse.Feature analysis revealed the unique expression patterns and linguistic characteristics of Chinese characteristic discourse,while discourse theory analysis elucidated the construction features of Chinese characteristic discourse.The methodology proposed in this study can be applied to the exploration of unstructured texts related to Chinese characteristic discourse,aiding the construction of databases,knowledge graphs,and knowledge-based question answering systems for Chinese characteristic discourse.This study provided theoretical and practical implications for further researches in cultural linguistics and natural language processing.
Chinese characteristic discourseT5 language modelpre-trainingautomatic recognitionfeature analysis