Link Prediction on WN18RR v1 (test)
0.742MRRSynergyKGC
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SynergyKGCMethod Category=Text-based / Hybrid2026.02 | 0.742 | — | 85.5 | — | — | 67.7 | 78.5 | |
| ProgKGCMethod Category=Text-based / Hybrid2026.02 | 0.682 | — | 83.4 | — | — | 59.7 | 73.9 | |
| SimKGCMethod Category=Text-based / Hybrid2026.02 | 0.666 | — | 80.5 | — | — | 58.7 | 71.7 | |
| KG-S2SMethod Category=Text-based / Hybrid2026.02 | 0.574 | — | 66.1 | — | — | 53.1 | 59.5 | |
| LP-BERTMethod Category=Text-based / Hybrid2026.02 | 0.482 | — | 75.2 | — | — | 34.3 | 56.3 | |
| RotatEModel=RotatE [28]2019.05 | 0.476 | 3,340 | 57.1 | — | — | — | — | |
| RotatEVocabulary size |V|=40k + 22, Parameters #P (M)=412021.06 | 0.476 | — | 57.1 | 100 | — | — | — | |
| TuckERMethod Category=Embedding-based2026.02 | 0.47 | — | 52.6 | — | — | 44.3 | 48.2 | |
| ConvEModel=ConvE [8]2019.05 | 0.46 | 5,277 | 48 | — | — | — | — | |
| MDEadvself-adversarial negative sampling=true, negative samples per positive sample=1, vector size=50-2002019.05 | 0.458 | 3,219 | 56 | — | — | — | — | |
| MDEnegative samples per positive sample=1, vector size=50-2002019.05 | 0.457 | 2,629 | 53.6 | — | — | — | — | |
| ComplExMethod Category=Embedding-based2026.02 | 0.449 | — | 53 | — | — | 40.9 | 46.9 | |
| DistMultMethod Category=Embedding-based2026.02 | 0.444 | — | 50.4 | — | — | 41.2 | 47 | |
| ComplExModel=ComplEx [31]2019.05 | 0.44 | 5,261 | 51 | — | — | — | — | |
| MDENNmode=Neural Network structure, negative samples per positive sample=1, vector size=50-2002019.05 | 0.432 | 3,165 | 53.1 | — | — | — | — | |
| DistMultModel=DistMult [36]2019.05 | 0.43 | 5,110 | 49 | — | — | — | — | |
| NodePiece + RotatEVocabulary size |V|=500 + 22, Parameters #P (M)=4.42021.06 | 0.403 | — | 51.5 | 90 | — | — | — | |
| StARMethod Category=Text-based / Hybrid2026.02 | 0.401 | — | 70.9 | — | — | 24.3 | 49.1 | |
| NodePiece + RotatE (no distances)Vocabulary size |V|=500 + 22, Parameters #P (M)=4.4, distances=false2021.06 | 0.391 | — | 51 | 89 | — | — | — | |
| RotatEMethod Category=Embedding-based2026.02 | 0.338 | — | 53.3 | — | — | 24.1 | 37.5 | |
| NodePiece + RotatE (no rel. context)Vocabulary size |V|=500 + 22, Parameters #P (M)=4.2, relational_context=false2021.06 | 0.266 | — | 46.5 | 81 | — | — | — | |
| TransEMethod Category=Embedding-based2026.02 | 0.243 | — | 53.2 | — | — | 4.3 | 44.1 | |
| KG-BERTMethod Category=Text-based / Hybrid2026.02 | 0.216 | — | 52.4 | — | — | 4.1 | 30.2 | |
| NodePiece + RotatE (no anchors, rels only)Vocabulary size |V|=0 + 22, Parameters #P (M)=0.3, anchors=false2021.06 | 0.011 | — | 1.9 | 0.3 | — | — | — | |
| GraILsetting=transductive2024.08 | — | — | — | — | 65.59 | — | — | |
| RESTsetting=transductive2024.08 | — | — | — | — | 92.02 | — | — | |
| RuleNsetting=transductive2024.08 | — | — | — | — | 63.42 | — | — |