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Finding malignant findings from radiological reports using medical attributes and syntactic information.
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Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations. (arXiv:1603.04351v1 [cs.CL])

We present a simple and effective scheme for dependency parsing which is based on bidirectional-LSTMs (BiLSTMs). Each sentence token is associated with a BiLSTM vector representing the token in its sentential context, and feature vectors are constructed by concatenating a few BiLSTM vectors. The BiLSTM is trained jointly with the parser objective, resulting in very effective feature extractors for parsing.