yyhthu/dkrl

Representation Learning of Knowledge Graphs with Entity Descriptions

DKRL

New: Add FB15K data

===== INTRODUCTION =====

Description-Embodied Knowledge Representation Learning (DKRL)

Representation Learning of Knowledge Graphs with Entity Descriptions (AAAI'16)

Ruobing Xie

===== COMPILE =====

Just type make in the folder ./

===== NOTE =====

Pre-trained embeddings for entity/relation/word are optional. We update both Structure-based Representations and Description-based Representations in this version. We can also fix Structure-based Representations pre-trained by other models and only update Description-based Representations.

===== DATA =====

FB15k is published by the author of the paper "Translating Embeddings for Modeling Multi-relational Data (2013)." [download]

Entity descriptions of FB15k [download]

===== CITE =====

If you use the code, you should cite the following paper:

Ruobing Xie, Zhiyuan Liu, Jia Jia, Huanbo Luan, Maosong Sun. Representation Learning of Knowledge Graphs with Entity Descriptions. The 30th AAAI Conference on Artificial Intelligence (AAAI'16).