Link Prediction on 51 KGs Total Average
42MRRUltra+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ultra+Structural Vocabulary (V)=V3, Definition=O. & C. P3, #V=24, Evaluation Protocol=finetuned2026.05 | 42 | 56.3 | |
| MotifStructural Vocabulary (V)=U3, Definition=P3, #V=12, Evaluation Protocol=finetuned2026.05 | 41.9 | 56.9 | |
| UltraStructural Vocabulary (V)=U2, Definition=P2, #V=4, Evaluation Protocol=finetuned2026.05 | 41 | 56.3 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V3, Definition=O. & C. P3, Vocabulary Size (#V)=242026.05 | 38.7 | 54.9 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V2, Definition=O. & C. P2, Vocabulary Size (#V)=82026.05 | 38.4 | 54.4 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+3, Definition=O. & C. P3 & N-M, Vocabulary Size (#V)=322026.05 | 38.2 | 54.3 | |
| MotifZero-shot=true, Structural Vocabulary=U3, Definition=P3, Vocabulary Size (#V)=122026.05 | 37.8 | 53.7 | |
| Ultra+Zero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 37.5 | 53 | |
| UltraZero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 37.4 | 52.9 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+2, Definition=O. & C. P2 & N-M, Vocabulary Size (#V)=162026.05 | 37.2 | 54.1 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-3, Definition=O. P3, Vocabulary Size (#V)=162026.05 | 36.9 | 52.5 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-2, Definition=O. P2, Vocabulary Size (#V)=42026.05 | 34.9 | 51.6 |