Improved text toxicity detection by focusing on polarized texts. In other words, an item doesn't have to be black/white nor gray. One group of people may see it as black while another as white.

A substantial number of Greek papyri documents can only be dated tentatively or in approximation as to their chronological placement, due to the lack of decisive evidence. But an error of only 54 years can be achieved, by applying text regression on their transcriptions.

Following the study of ithaca.deepmind.com, this is an overview of machine learning for ancient languages in the context of an invited talk at the University of Vienna (machines that understand) and related to the ML4AL ACL 2024 workshop.