Dictionary lookup is a type-based approach to normalisation, i.e., every token instance of a given type will always be normalised in the same way.
we also compare each dictionary with the performance of the manually-constructed Internet slang dictionary (HB-dict) used by Han and Baldwin (2011), the small automatically-derived dictionary of Gouws et al.