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Implementation for paper "Improved Neural Relation Detection for Knowledge Base Question Answering"

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Could you tell me how use trained model to get the relation of a sentence ? For a new instance, how can I sample the true lable or negative lable?

thanks for your code, Can this code be used directly on simplequestion dataset?Thank you!