Representation Learning of Knowledge Graphs with Hierarchical Types (IJCAI-2016)
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README.md

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)." [download] You can also get FB15k from here: [download]

Entity types and relation-specific type constraint information for FB15k. [download]

FB15k+ is a new dataset based on FB15k, including new relations and triples. [download]

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).