Link Prediction on 18 KGs Inductive-e
45.5MRRMotif
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MotifStructural Vocabulary (V)=U3, Definition=P3, #V=12, Evaluation Protocol=finetuned2026.05 | 45.5 | 59.4 | |
| Ultra+Structural Vocabulary (V)=V3, Definition=O. & C. P3, #V=24, Evaluation Protocol=finetuned2026.05 | 45.5 | 58.1 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V3, Definition=O. & C. P3, Vocabulary Size (#V)=242026.05 | 44.5 | 58.1 | |
| UltraStructural Vocabulary (V)=U2, Definition=P2, #V=4, Evaluation Protocol=finetuned2026.05 | 44.2 | 58.2 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V2, Definition=O. & C. P2, Vocabulary Size (#V)=82026.05 | 44.1 | 57.9 | |
| MotifZero-shot=true, Structural Vocabulary=U3, Definition=P3, Vocabulary Size (#V)=122026.05 | 43.6 | 57.7 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+3, Definition=O. & C. P3 & N-M, Vocabulary Size (#V)=322026.05 | 43.5 | 58.1 | |
| UltraZero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 43.1 | 56.6 | |
| Ultra+Zero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 42.5 | 56.7 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-3, Definition=O. P3, Vocabulary Size (#V)=162026.05 | 42.3 | 56.1 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+2, Definition=O. & C. P2 & N-M, Vocabulary Size (#V)=162026.05 | 41.5 | 58.2 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-2, Definition=O. P2, Vocabulary Size (#V)=42026.05 | 38.8 | 55.1 |