How can you extract knowledge from Social web data? How can you pull out any ambiguity, structure the data and connect the relevant parts? How can you find your way through this data and its analysis? SMILK (Social Media Intelligence and Linked Knowledge) attempts to answer these questions by positioning itself at the crossroads of Natural Language Processing, Knowledge representation and reasoning, and Web data.