Skip to content
master
Switch branches/tags
Code

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
 
 
 
 

DKRL

New: Add Evaluation code for DKRL(CNN)+TransE, additional TransE results are needed to run this evaluation. "../transE_res/entity2vec."+version "../transE_res/relation2vec."+version with the same dimension and unif/bern.

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.

For DKRL, we learn structure-based representations (SBR) and description-based representations (DBR) simultaneously in training. However, Test_cnn.cpp only use description-based representations for prediction. You can load in both entity representations for joint prediction.

DATA

FB15k is published by the author of the paper "Translating Embeddings for Modeling Multi-relational Data (2013)." [download] You can also get FB15k from here: [download]

Entity list and descriptions of FB15k used in this work [download]

FB20k is based on FB15k and used for zero-shot scenario [download]

Entity type information for entity classification [download]

All these datasets are also in data.rar.

Entity name file [download]

CITE

If the codes or datasets help you, please 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).

About

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

Resources

Releases

No releases published

Packages

No packages published