Convolutional Neural Networks For Sentence Classification

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Convolutional Neural Networks for Sentence Classification

emnlp2014.org

Convolutional Neural Networks for Sentence Classication Yoon Kim New York University yhk255@nyu.edu Abstract We report on a series of experiments with convolutional neural networks (CNN) trained on top of pre-trained word vec-tors for sentence-level classication tasks. We show that a simple CNN with lit-tle hyperparameter tuning and static vec-

Network, Classification, Sentences, Neural, Convolutional, Convolutional neural networks for sentence, Convolutional neural networks, Convolutional neural networks for sentence classification, For sentence

arXiv:1408.5882v2 [cs.CL] 3 Sep 2014

arxiv.org

Convolutional Neural Networks for Sentence Classiﬁcation Yoon Kim New York University yhk255@nyu.edu Abstract We report on a series of experiments with convolutional neural networks (CNN) trained on top of pre-trained word vec-tors for sentence-level classiﬁcation tasks. We show that a simple CNN with lit-tle hyperparameter tuning and ...

Network, Sentences, Neural, Convolutional, Convolutional neural networks for sentence, Convolutional neural networks, For sentence

Attention-Based Bidirectional Long Short-Term Memory ...

aclanthology.org

convolutional neural networks(CNN) for relation classication. While CNN is not suitable for learning long-distance semantic information, so our approach builds on Recurrent Neural Net-work(RNN) (Mikolov et al., 2010). One related work was proposed by Zhang and Wang (2015), which employed bidirectional RN-N to learn patterns of relations from ...

Network, Neural, Convolutional, Convolutional neural networks

Convolutional Neural Networks For Sentence Classification