Demonstrating the power of neuro-symbolic programming — In the last few years, we have seen a rise of Transformer¹ based models with successful applications in many fields, such as Natural Language Processing or Computer Vision. In this article, we will explore a concise, explainable, and extendable way to express deep learning models, specifically transformers, as a hybrid…