Link Prediction on 10 KGs Transductive
0.405MRRUltra+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ultra+Structural Vocabulary (V)=V3, Definition=O. & C. P3, #V=24, Evaluation Protocol=finetuned2026.05 | 0.405 | 0.557 | |
| MotifStructural Vocabulary (V)=U3, Definition=P3, #V=12, Evaluation Protocol=finetuned2026.05 | 0.394 | 0.549 | |
| UltraStructural Vocabulary (V)=U2, Definition=P2, #V=4, Evaluation Protocol=finetuned2026.05 | 0.384 | 0.543 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V3, Definition=O. & C. P3, Vocabulary Size (#V)=242026.05 | 0.355 | 0.511 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V2, Definition=O. & C. P2, Vocabulary Size (#V)=82026.05 | 0.349 | 0.509 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+2, Definition=O. & C. P2 & N-M, Vocabulary Size (#V)=162026.05 | 0.347 | 0.504 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-3, Definition=O. P3, Vocabulary Size (#V)=162026.05 | 0.346 | 0.496 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V+3, Definition=O. & C. P3 & N-M, Vocabulary Size (#V)=322026.05 | 0.345 | 0.499 | |
| Ultra+Zero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 0.343 | 0.499 | |
| MotifZero-shot=true, Structural Vocabulary=U3, Definition=P3, Vocabulary Size (#V)=122026.05 | 0.343 | 0.496 | |
| UltraZero-shot=true, Structural Vocabulary=U2, Definition=P2, Vocabulary Size (#V)=42026.05 | 0.339 | 0.494 | |
| Ultra+Zero-shot=true, Structural Vocabulary=V-2, Definition=O. P2, Vocabulary Size (#V)=42026.05 | 0.338 | 0.498 |