Yes, there is a recent trend to use Recurrent Neural Networks to model the structure and semantics of sentences. This used in particular to do research for Mach

Yes, there is a recent trend to use Recurrent Neural Networks to model the structure and semantics of sentences. This used in particular to do research for Machine Translation by people at Google and the University of Montreal in particular: http://scholar.google.fr/scholar?q=rnn+lstm+machine+translation http://scholar.google.fr/scholar?q=rnn+lstm+machine+translat...