Linguistic Knowledge as Memory for Recurrent Neural Networks

7 Mar 2017Bhuwan DhingraZhilin YangWilliam W. CohenRuslan Salakhutdinov

Training recurrent neural networks to model long term dependencies is difficult. Hence, we propose to use external linguistic knowledge as an explicit signal to inform the model which memories it should utilize... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Question Answering CNN / Daily Mail GA+MAGE (32) CNN 78.6 # 1