Link Prediction on 23 KGs Inductive-e, r
0.401MRRMotif
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MotifStructural Vocabulary (V)=U3, Definition=P3, #V=12, Evaluation Protocol=finetuned2026.05 | 0.401 | 0.558 | |
| Ultra+Structural Vocabulary (V)=V3, Definition=O. & C. P3, #V=24, Evaluation Protocol=finetuned2026.05 | 0.4 | 0.551 | |
| UltraStructural Vocabulary (V)=U2, Definition=P2, #V=4, Evaluation Protocol=finetuned2026.05 | 0.397 | 0.556 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+3, Definition=O. & C. P3 & N-M, Vocabulary Size (#V)=322026.05 | 0.356 | 0.532 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V3, Definition=O. & C. P3, Vocabulary Size (#V)=242026.05 | 0.355 | 0.542 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V2, Definition=O. & C. P2, Vocabulary Size (#V)=82026.05 | 0.354 | 0.533 | |
| Ultra+Zero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 0.35 | 0.515 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+2, Definition=O. & C. P2 & N-M, Vocabulary Size (#V)=162026.05 | 0.349 | 0.525 | |
| MotifZero-shot=true, Structural Vocabulary=U3, Definition=P3, Vocabulary Size (#V)=122026.05 | 0.349 | 0.525 | |
| UltraZero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 0.345 | 0.513 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-3, Definition=O. P3, Vocabulary Size (#V)=162026.05 | 0.337 | 0.51 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-2, Definition=O. P2, Vocabulary Size (#V)=42026.05 | 0.323 | 0.498 |