Link Prediction on NL v4
0.537MRRUltra+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ultra+Mode=Finetuned, Setup=Inductive (e), Vocabulary=V3+2026.05 | 0.537 | 0.761 | |
| MotifMode=Finetuned, Setup=Inductive (e)2026.05 | 0.507 | 0.74 | |
| HYPERsetup=3KG + 2HG, zero-shot=true2025.06 | 0.501 | 0.728 | |
| ULTRAsetup=3KG, zero-shot=true2025.06 | 0.479 | 0.712 | |
| UltraMode=Finetuned, Setup=Inductive (e)2026.05 | 0.469 | 0.733 | |
| HYPERsetup=3KG, zero-shot=true2025.06 | 0.468 | 0.697 | |
| HYPERsetup=4HG, zero-shot=true2025.06 | 0.269 | 0.582 |