We are making progress with embeddings. Today we can embed everything2vec and then apply RNN's on top to do reasoning. Another field of interest is building large ontologies which represent factual data and relationships between concepts at encyclopedic scale.

I'd say the hottest area now is not unsupervised, but reinforcement learning, which is in the middle ground between supervised and unsupervised.