{"title":"第四代大型语言模型作为科学研究的新工具","authors":"A. Bragin","doi":"10.18254/s207751800025046-9","DOIUrl":null,"url":null,"abstract":"In this study, the latest achievements in the field of deep learning, including convolutional, recurrent, and graph neural networks and attention mechanisms, as well as their contribution to the development of pre-trained language models, are examined. A brief literature review is presented, discussing the use of pre-trained language models in scientific research and education in various fields of science. Experiments are conducted on the application of ChatGPT in the field of economics. The authors present an analysis of the advantages and limitations associated with ChatGPT, providing recommendations for its use in scientific work. Additionally, the article demonstrates the ability of ChatGPT to generate C# programs for agent-based models (ABM) and computable general equilibrium (CGE) models, highlighting its potential for interdisciplinary research and practical applications in economics and computational modeling.","PeriodicalId":51498,"journal":{"name":"Jasss-The Journal of Artificial Societies and Social Simulation","volume":"46 1","pages":""},"PeriodicalIF":2.2000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Large Fourth-Generation Language Models as a New Tool in Scientific Research\",\"authors\":\"A. Bragin\",\"doi\":\"10.18254/s207751800025046-9\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this study, the latest achievements in the field of deep learning, including convolutional, recurrent, and graph neural networks and attention mechanisms, as well as their contribution to the development of pre-trained language models, are examined. A brief literature review is presented, discussing the use of pre-trained language models in scientific research and education in various fields of science. Experiments are conducted on the application of ChatGPT in the field of economics. The authors present an analysis of the advantages and limitations associated with ChatGPT, providing recommendations for its use in scientific work. Additionally, the article demonstrates the ability of ChatGPT to generate C# programs for agent-based models (ABM) and computable general equilibrium (CGE) models, highlighting its potential for interdisciplinary research and practical applications in economics and computational modeling.\",\"PeriodicalId\":51498,\"journal\":{\"name\":\"Jasss-The Journal of Artificial Societies and Social Simulation\",\"volume\":\"46 1\",\"pages\":\"\"},\"PeriodicalIF\":2.2000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Jasss-The Journal of Artificial Societies and Social Simulation\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.18254/s207751800025046-9\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"SOCIAL SCIENCES, INTERDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Jasss-The Journal of Artificial Societies and Social Simulation","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.18254/s207751800025046-9","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"SOCIAL SCIENCES, INTERDISCIPLINARY","Score":null,"Total":0}
Large Fourth-Generation Language Models as a New Tool in Scientific Research
In this study, the latest achievements in the field of deep learning, including convolutional, recurrent, and graph neural networks and attention mechanisms, as well as their contribution to the development of pre-trained language models, are examined. A brief literature review is presented, discussing the use of pre-trained language models in scientific research and education in various fields of science. Experiments are conducted on the application of ChatGPT in the field of economics. The authors present an analysis of the advantages and limitations associated with ChatGPT, providing recommendations for its use in scientific work. Additionally, the article demonstrates the ability of ChatGPT to generate C# programs for agent-based models (ABM) and computable general equilibrium (CGE) models, highlighting its potential for interdisciplinary research and practical applications in economics and computational modeling.
期刊介绍:
The Journal of Artificial Societies and Social Simulation is an interdisciplinary journal for the exploration and understanding of social processes by means of computer simulation. Since its first issue in 1998, it has been a world-wide leading reference for readers interested in social simulation and the application of computer simulation in the social sciences. Original research papers and critical reviews on all aspects of social simulation and agent societies that fall within the journal"s objective to further the exploration and understanding of social processes by means of computer simulation are welcome.