树状长短期记忆网络改进语义表征

Feb, 2015

树状长短期记忆网络改进语义表征

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

Kai Sheng Tai, Richard Socher, Christopher D. Manning

TL;DR介绍了 Tree-LSTM，一种适用于树状网络的 LSTM 结构，该系统表现优秀，可以应用于两个任务：预测两个句子的语义相关性和情感分类。

Abstract

A long short-term memory (LSTM) network is a type of recurrent neural network architecture which has recently obtained strong results on a variety of sequence modeling tasks. The only underlying LSTM structure th