Architecture Overview This system follows a pragmatic Hexagonal Architecture (Ports & Adapters) pattern with domain-centered design and plugin-based rule system. It provides a scalable, maintainable ...

Abstract: Adapters provide an efficient and lightweight mechanism for adapting trained transformer models to a variety of dif-ferent tasks. However, they have often been found to be outperformed by ...

Abstract: While design patterns are widely used to enhance software quality, there is a need for empirical evidence to understand their impact on software maintainability. This study empirically ...