AAAINov, 2018
序列学习的上下文非局部神经网络
Contextualized Non-local Neural Networks for Sequence Learning
Pengfei Liu, Shuaichen Chang, Xuanjing Huang, Jian Tang, Jackie Chi Kit Cheung
TL;DR本文提出了 contextualized non-local neural networks (CN3) 模型,它综合了 self-attention 和 graph neural networks 两种方法的优点,能在一定范围内构建特定任务的句子结构,从而在文本分类、语义匹配和序列标注等 10 个 NLP 任务中表现优异。