Human brain has evolved to master, among the others, the capacity of extracting flows of events out of a speech or a written text. This temporal sense, mainly unconscious, allows us to summarise, organise, remember and combine different pieces of information working out new insights and discoveries. The temporal dimension is an inescapable and easy truth for us, but enabling machines to fully deal with time is a challenging task. Computers are still incapable of detecting temporal incompatibilities, summarising workflows or identifying causes and consequences of facts. My research wants to answer the following questions: Can computers understand time? And what possibilities will that unlock?