Link Prediction on NL v1
81.1MRRUltra+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ultra+Mode=Finetuned, Setup=Inductive (e), Vocabulary=V3+2026.05 | 81.1 | 93.1 | |
| ULTRAsetup=3KG, zero-shot=true2025.06 | 78.5 | 91.3 | |
| UltraMode=Finetuned, Setup=Inductive (e)2026.05 | 75.7 | 87.8 | |
| MotifMode=Finetuned, Setup=Inductive (e)2026.05 | 71.2 | 87.3 | |
| HYPERsetup=3KG, zero-shot=true2025.06 | 61.9 | 86.8 | |
| HYPERsetup=3KG + 2HG, zero-shot=true2025.06 | 57 | 71.9 | |
| HYPERsetup=4HG, zero-shot=true2025.06 | 51.6 | 86.3 |