Link Property Prediction on ogbl-wikikg2

30개 결과 · ⬇ CSV · JSON

Test MRR

Rank	Model	Test MRR	Ext. data	Validation MRR	Number of params	Paper	Code	Year
1	RelEns	0.7392 ± 0.0011	No	0.7509 ± 0.0009	2176767622	Relation-aware Ensemble Learning for Knowledge Graph Embedding	lars-research/relens · LARS-research/RelEns	2023
2	AutoWeird	0.7353 ± 0.0006	No	0.7362 ± 0.0006	19215402	AutoWeird: Weird Translational Scoring Function Identified by Random Search		2022
3	StarGraph + TripleRE + Text	0.7305 ± 0.0010	Yes	0.7442 ± 0.0006	1927395330
4	InterHT+	0.7293 ± 0.0018	No	0.7391 ± 0.0023	156332770	InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities		2022
5	InterHT+ (256dim)	0.7257 ± 0.0018	No	0.7370 ± 0.0022	148000738	InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities		2022
6	StarGraph + TripleRE	0.7201 ± 0.0011	No	0.7288 ± 0.0008	86762146	StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph	hzli-ucas/stargraph · hzli-ucas/StarGraph	2022
7	CompoundE3D	0.7006 ± 0.0011	No	0.7175 ± 0.0015	750662700	Knowledge Graph Embedding with 3D Compound Geometric Transformations	hughxiouge/CompoundE3D	2023
8	TranS	0.6882 ± 0.0019	No	0.6988 ± 0.0006	19215402	TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation		2022
9	InterHT	0.6779 ± 0.0018	No	0.6893 ± 0.0015	19215402	InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities		2022
10	*ANet**	0.6711 ± 0.0045	No	0.6796 ± 0.0070	6831201
11	*ANet**	0.6711 ± 0.0045	No	0.6796 ± 0.0070	6831201	A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs	deepgraphlearning/astarnet · DeepGraphLearning/AStarNet	2022
12	TripleRE + NodePiece	0.6582 ± 0.0020	No	0.6616 ± 0.0018	7289002
13	ComplEx-N3-RP (100dim)	0.6481	–	0.6701	500334800	Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	facebookresearch/ssl-relation-prediction	2021
14	ComplEx-RP (50dim)	0.6392 ± 0.0045	No	0.6561 ± 0.0070	250167400
15	ComplEx-N3-RP (50dim)	0.6364	–	0.6594	250167400	Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations	facebookresearch/ssl-relation-prediction	2021
16	TransERR	0.6359 ± 0.0020	No	0.6518 ± 0.0012	500441802	TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation	dellixx/transerr · dellixx/TransERR	2023
17	tripleRE	0.5794 ± 0.0020	No	0.6045 ± 0.0024	500763337
18	NodePiece + AutoSF	0.5703 ± 0.0035	No	0.5806 ± 0.0047	6860602	NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs	migalkin/NodePiece · migalkin/NodePiece · pykeen/ilpc2022 · +1	2021
19	Rot-Pro	0.5602 ± 0.0016	No	0.5740 ± 0.0008	1000669602	Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding	tewiSong/Rot-Pro · Tigter/ogblwikikg2-RotPro	2021
20	AutoSF	0.5458 ± 0.0052	No	0.5510 ± 0.0063	500227800	AutoSF: Searching Scoring Functions for Knowledge Graph Embedding	AutoML-4Paradigm/ERAS · AutoML-4Paradigm/S2S · AutoML-Research/S2S	2019