Analysis of CBDC narrative by central banks using large language models

被引:9
作者
Alonso-Robisco, Andres [1 ]
Carbo, Jose Manuel [1 ]
机构
[1] Banco Espana, Madrid, Spain
关键词
ChatGPT BERT CBDC Digital money;
D O I
10.1016/j.frl.2023.104643
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
One topic that is gaining importance in central bank communication is central bank digital currency (CBDC). To better understand central banks' stance towards CBDCs, we used different natural language processing techniques on a set of central bank speeches. We found that the sentiment calculated by Large Language Models, and in particular by ChatGPT, is the one that most resembles the sentiment identified by human experts in those same speeches. Our study suggests that LLMs are an effective tool for improving sentiment measurements on specific policy texts, although they are not infallible and may be subject to new risks.
引用
收藏
页数:10
相关论文
共 20 条
[1]  
Auer R., 2020, BANK INT SETTLEMENTS
[2]  
Auer R.A., 2022, BIS FSI Insights on policy implementation
[3]   Central Bank Digital Currencies: Motives, Economic Implications, and the Research Frontier [J].
Auer, Raphael ;
Frost, Jon ;
Gambacorta, Leonardo ;
Monnet, Cyril ;
Rice, Tara ;
Shin, Hyun Song .
ANNUAL REVIEW OF ECONOMICS, 2022, 14 :697-721
[4]  
Auer Raphael, 2020, BIS Quarterly Review
[5]  
Burlon Lorenzo, 2022, Working Paper Series, V2689
[6]   Central bank digital currency and monetary policy [J].
Davoodalhosseini, Seyed Mohammadreza .
JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2022, 142
[7]  
Devlin J, 2019, Arxiv, DOI arXiv:1810.04805
[8]   ChatGPT for (Finance) research: The Bananarama Conjecture [J].
Dowling, Michael ;
Lucey, Brian .
FINANCE RESEARCH LETTERS, 2023, 53
[9]  
Hansen A.L., 2023, Can ChatGPT Decipher Fedspeak?
[10]  
Korinek A., 2023, 30957 NAT BUR EC RES, DOI DOI 10.3386/W30957