树结构上的长短期记忆

Mar, 2015

Long Short-Term Memory Over Tree Structures

Xiaodan Zhu, Parinaz Sobhani, Hongyu Guo

TL;DR本文提出了一种基于树结构的长短时记忆网络模型S-LSTM，用于实现文本语义组合和自然语言理解，比现有基于递归的模型效果更佳。

Abstract

The chain-structured long short-term memory (LSTM) has showed to be effective in a wide range of problems such as speech recognition and machine translation. In this paper, we propose to extend it to tree structures