.... In this study, we propose a framework that combines machine learning and natural language processing methods to develop a model capable of understanding the nature of a transaction and automating intelligent recognition. We demonstrate the feasibility of our framework by constructing preferred stock recognition...

...; G32; M21; M41. disclosure earnings announcement machine learning natural language processing neural network textual analysis transfer learning This study introduces and demonstrates the application of new machine transfer learning methods to classify the content of corporate...