Deep Attention Diffusion Graph Neural Networks for Text Classification

no code implementations • EMNLP 2021 • Yonghao Liu, Renchu Guan, Fausto Giunchiglia, Yanchun Liang, Xiaoyue Feng

Text classification is a fundamental task with broad applications in natural language processing.

Deep Attention text-classification +1

Compositional Learning of Relation Path Embedding for Knowledge Base Completion

no code implementations • 22 Nov 2016 • Xixun Lin, Yanchun Liang, Fausto Giunchiglia, Xiaoyue Feng, Renchu Guan

In this paper, we study the problem of how to better embed entities and relations of knowledge bases into different low-dimensional spaces by taking full advantage of the additional semantics of relation paths, and we propose a compositional learning model of relation path embedding (RPE).

Knowledge Base Completion Relation