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A C-LSTM Neural Network for Text Classification
Chunting Zhou, Chonglin Sun, Zhiyuan Liu +1
Neural network models have been demonstrated to be capable of achieving remarkable performance in sentence and document modeling. Convolutional neural network (CNN) and recurrent n…
Category Enhanced Word Embedding
Chunting Zhou, Chonglin Sun, Zhiyuan Liu +1
Distributed word representations have been demonstrated to be effective in capturing semantic and syntactic regularities. Unsupervised representation learning from large unlabeled…
Modeling Relation Paths for Representation Learning of Knowledge Bases
Yankai Lin, Zhiyuan Liu, Huanbo Luan +3
Representation learning of knowledge bases (KBs) aims to embed both entities and relations into a low-dimensional space. Most existing methods only consider direct relations in rep…
Comprehend DeepWalk as Matrix Factorization
Cheng Yang, Zhiyuan Liu
Word2vec, as an efficient tool for learning vector representation of words has shown its effectiveness in many natural language processing tasks. Mikolov et al. issued Skip-Gram an…