Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks

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Summary

The Tree-LSTM is introduced, a generalization of LSTMs to tree-structured network topologies that outperform all existing systems and strong LSTM baselines on two tasks: predicting the semantic relatedness of two sentences and sentiment classification.

Type
preprint
Published
2015-02-27
Cited by
3,273
References
41
Access
Open access

Keywords

Computer science, Treebank, Artificial intelligence, Natural language processing, Recurrent neural network

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