建模句子的卷积神经网络

Apr, 2014

A Convolutional Neural Network for Modelling Sentences

Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom

TL;DR本文介绍了一种称为动态卷积神经网络的卷积架构，它使用动态k-Max池化进行句子的语义建模，并通过四项实验（二进制和多类情感预测，六路问题分类和推特情感预测）展示了出色的表现。

Abstract

The ability to accurately represent sentences is central to language understanding. We describe a convolutional architecture dubbed the dynamic convolutional neural network (DCNN) that we adopt for the semantic modellin