New: Add entity type information
Description-Embodied Knowledge Representation Learning (DKRL)
Representation Learning of Knowledge Graphs with Entity Descriptions (AAAI'16)
Ruobing Xie
Just type make in the folder ./
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.
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]
Entity name file [download]
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).