Awesome

TKRL

New: Add instruction for data preprocessing

INTRODUCTION

Type-embodied Knowledge Representation Learning (TKRL)

Representation Learning of Knowledge Graphs with Hierarchical Types (IJCAI'16)

Written by Ruobing Xie

COMPILE

Just type make in the folder ./

DATA

FB15k is published by the author of the paper "Translating Embeddings for Modeling Multi-relational Data (2013)." <a href="https://everest.hds.utc.fr/doku.php?id=en:transe">[download]</a> You can also get FB15k from here: <a href="http://pan.baidu.com/s/1eSvyY46">[download]</a>

Entity types and relation-specific type constraint information for FB15k. <a href="http://pan.baidu.com/s/1c1ChN7i">[download]</a>

FB15k+ is a new dataset based on FB15k, including new relations and triples. <a href="http://pan.baidu.com/s/1mitkRRq">[download]</a>

For data preprocessing, please refer to Data_preprocessing_for_TKRL.pdf.

CITE

If the codes or datasets help you, please cite the following paper:

Ruobing Xie, Zhiyuan Liu, Maosong Sun. Representation Learning of Knowledge Graphs with Hierarchical Types. The 25th International Joint Conference on Artificial Intelligence (IJCAI'16).