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Here is an application of parse trees: sentiment analysis with recursive neural networks based on how components of the parse tree combine to create the overall meaning.

http://nlp.stanford.edu/~socherr/EMNLP2013_RNTN.pdf

They are useful as a preprocessing step for a lot of downstream NLP tasks. It shouldn't be hard to find more papers that take advantage of the tree structure of language.