This is how we do it: Answer Reranking for Open-domain How Questions with Paragraph Vectors and Minimal Feature Engineering

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Knowledge Triples

Source Entity	Relationship	Target Entity
Non Factoid Answer Reranking Task	uses	Distributed Representation Vectors OtherEntity
Non Factoid Answer Reranking Task	uses	Multilayer Perceptron Method