Keywords
Natural language
Sentiment analysis model
Model building
Model training
Submitted : 2024-12-07
Accepted : 2024-12-22
Published : 2025-01-06
Abstract
This paper conducts research on text sentiment analysis based on the current advanced deep-learning natural language technology. It includes data preprocessing for text sentiment analysis, the establishment of text sentiment analysis models based on deep learning natural language technology, and the training of text sentiment analysis models based on deep learning natural language technology. It is hoped that this analysis can provide a reference for the rational application of the model to achieve intelligent analysis of text sentiment.
References
Guangxi Normal University, 2024, A Multimodal Sentiment Analysis Method Based on Multiple Fusion Feature Combination, patent date October 18, 2024, CN202410775917.2.
Yiming World Technology (Beijing) Co., LTD, 2024, A Content Generation Method Based on Artificial Intelligence, patent date October 18, 2024, CN202411280564.5.
Hong K, 2024, Can BERT AI Model Identify Opportunism in Management Tone? Securities Market Review, 2024(10): 27–37.
Li P, Xi H, Chen D, 2024, University Public Opinion Prediction System based on Emotion Analysis. Journal of Henan University of Finance and Finance (Natural Science Edition), 2024(3): 14–19.
Chen J, Wu G, Zhang T, et al., 2024, A Comparative Study on Artificial Intelligence-Generated Content and User-Generated Content from the Perspective of Linguistics. Information Theory and Practice, 2024(9): 192–201.
Nie S, Yang J, 2024, Research on Public Perception of New Generation Artificial Intelligence Technology from a Multi-Dimensional Perspective. Journal of Information, 2024(9): 130–138.
Kang X, 2024, Research on Interactive Digital Human Emotion Recognition and Response Technology Based on Artificial Intelligence. Science and Technology Information, 2024(17): 7–9.
Information and Communication Branch of State Grid Anhui Electric Power Co., LTD, 2024, A Method of Input Text Meaning Understanding and Sentiment Analysis Based on Artificial Intelligence, patent date August 30, 2024, CN202410682831.5.
Zhang X, Tao H, 2024, Level Based on Multiple Information Fusion Aspect of BERT Sentiment Analysis Model. Journal of Chengdu University of Information Engineering, 33(4): 397–403.
Jiangsu Huizhi Intelligent Digital Technology Co., LTD, 2024, An Artificial Intelligence Voice Calling Method Based on Large Language Model, patent date August 13, 2024, CN202410600541.1.
Ping An Technology (Shenzhen) Co., LTD, 2024, Emotion Speech Synthesis Method, Device, and Storage Medium Based on HMM, patent date July 9, 2024, CN201910222805.3.
Beijing Baidu Netcom Technology Co., LTD, 2024, Text Sentiment Analysis Method and Device, patent date June 28, 2024, CN202110818598.5.
Zhang Y, Zhu G, Tan G, 2024, Financial Implicit Sentiment Analysis Model Based on Emotion Enhancement and Semantic Dependency. Computer Engineering and Science, 2024(6): 1112–1120.
Zhao M, Sun J, Wei Z, et al., 2024, Sequential Three-Branch Emotion Classification Model Based on BiLSTM and CNN. Journal of Nanjing University (Natural Sciences), 2024(3): 502–510.
Changchun Vocational and Technical College, 2024, Mental Health Intelligent Evaluation System and Method Based on Text Emotion Analysis, patent date May 24, 2024, CN202410178727.2.