Semantics, Modelling, and the Problem of Representation of Meaning -- a   Brief Survey of Recent Literature
  Over the past 50 years many have debated what representation should be used to capture the meaning of natural language utterances. Recently new needs of such representations have been raised in research. Here I survey some of the interesting representations suggested to answer for these new needs. 
Yarin Gal
cs.CL