LinearComplEx

Linearity for Link Prediction Complex Embedding Model

WN18RR Experiment

Model	MRR	MR	Hits@1	Hits@3	Hits@10
DistMult (Yang et al. 2015)	0,43	5110	0,39	0,44	0,49
ComplEx (Trouillon et al. 2016)	0,44	5261	0,41	0,46	0,51
ConvE (Tim Dettmers 2018)	0,45412	5260,6	0,39	0,43	0,48
LinearComplEx (Ours)	0,449	6159	0,422	0,462	0,501

FB15K-237 Experiment

Model	MRR	MR	Hits@1	Hits@3	Hits@10
DistMult (Yang et al. 2015)	0,241	254	0,155	0,263	0,419
ComplEx (Trouillon et al. 2016)	0,247	339	0,158	0,275	0,428
R-GCN (Schlichtkrull et al. 2017)	0,248		0,153	0,258	0,417
ConvE (Tim Dettmers 2018)	0,316	246	0,239	0,35	0,491
LinearComplEx (Ours)	0,307	6159	597	0,339	0,474

Contact

Nhut-Nam Le - @Namlee298 - lenam.fithcmus@gmail.com

Project Link: https://github.com/nhutnamhcmus/LinearComplEx

This project is based on https://github.com/ibalazevic/HypER

Acknowledgements

This research is funded by the University of Science, VNU-HCM, Vietnam under grant number CNTT 2022-2 and Advanced Program in Computer Science.