I’m working on semantic indexing applied to Greek literature. Particularly, the aim of my task is the designing of a deep learning architecture for solving the task of genre identification. It is a multi-class problem, while the difficulties of the tasks are (1) the language, which is not modern Greek and (2) the quality of the text. Text is very noisy due to the fact that it comes from OCR applied to digital books. Research Results p.34