The document discusses the challenges and methodologies of transforming plain text into machine-readable RDFa vocabulary using the Civet framework. It highlights the importance of leveraging existing dictionaries and vocabularies to enhance machine understanding of textual content. The project, SemLib, is an EU-funded R&D initiative aimed at improving semantic tools for digital libraries.