Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

通过知识图嵌入和图卷积网络进行长尾关系提取
- 摘要
- 引言
- 2. 相关工作
- - 2.1 关系提取
  - 2.2 知识图嵌入
  - 2.3 图卷积网络
- 3. 方法
- - 3.1 概念
  - 3.2 框架
  - 3.3 实例编码器
  - 3.4 通过KG嵌入和GCNs的关系知识学习
  - 3.5 知识意识的注意力
- 4. 实验
- - 4.1 数据集和评估
  - 4.2 参数设定
  - 4.3 整体评估结果
  - 4.4 长尾关系的评估结果
  - 4.5 消融研究
  - 4.6 案例研究

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks相关推荐

论文阅读课4-Long-tail Relation Extraction via Knowledge Graph Embeddings（GCN,关系抽取，2019，远程监督，少样本不平衡，2注意
文章目录 abstract 1.introduction 2.相关工作 2.1 关系提取 2.2 KG embedding 2.3 GCNN 3. 方法 3.1符号 3.2框架 3.2.1 Insta ...
文献阅读课10-Neural Relation Extraction for Knowledge Base Enrichment(提取+嵌入+消歧+规范化联合模型，实体已知，仅关系抽取，多词实体)
文章目录 Abstract 1.Introduction 2. 相关工作 2.2 Entity-aware Relation Extraction 3.提出的模型 3.1 Solution Frame ...
《Chinese Open Relation Extraction and Knowledge Base Establishment》阅读记录
1. Abstract 本文总结了中国语言学中的三种独特但普遍的现象,研究了无监督的基于语言学的中文开放关系提取(ORE),可以自动发现任意关系且无需任何人工标记的数据集.通过将实体关系映射到依存树并 ...
RelExt: Relation Extraction using Deep Learning approaches for Cybersecurity Knowledge Graph 阅读笔记
RelExt: Relation Extraction using Deep Learning approaches for Cybersecurity Knowledge Graph Improve ...
cs224w（图机器学习）2021冬季课程学习笔记12 Knowledge Graph Embeddings
诸神缄默不语-个人CSDN博文目录 cs224w(图机器学习)2021冬季课程学习笔记集合文章目录 1. Heterogeneous Graphs and Relational GCN (RGCN) ...
HAKE笔记：Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction
原文:Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction 代码:https://github.com/MIR ...
斯坦福图机器学习CS224W笔记自用：Heterogeeneous Graphs and Knowledge Graph Embeddings
Todays'Goals: 到目前为止,我们只处理一种边类型的图如何处理具有多种边类型的(有向)图(又称异构图)? Heterogeneous Graphs(异构图): Relational GCN ...
论文阅读课1-Attention Guided Graph Convolutional Networks for Relation Extraction（关系抽取，图卷积,ACL2019，n元）
文章目录 abstract 1.introduction 1.1 dense connection+GCN 1.2 效果突出 1.3 contribution 2.Attention Guided G ...
Graph Neural Networks with Generated Parameters for Relation Extraction
Graph Neural Networks with Generated Parameters for Relation Extraction(2019 ACL) Idea:本文提出了一种图生成参数模 ...
AAAI-21-RE-Multi-view Inference for Relation Extraction with Uncertain Knowledge
Multi-view Inference for Relation Extraction with Uncertain Knowledge 我们提出了 MIUK,这是一种用于使用不确定知识进行关系提取 ...

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks相关推荐

最新文章

热门文章