Knowledge Graph Recommendation on Aminer Cross-domain v12
29.8MAPSKG-AR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SKG-ARTop-k=502026.01 | 29.8 | 33.2 | |
| LLM-enhancedTop-k=502026.01 | 29.5 | 32.9 | |
| SKG-ARTop-k=202026.01 | 27.9 | 30 | |
| LLM-enhancedTop-k=202026.01 | 27.6 | 29.8 | |
| TIDRecTop-k=502026.01 | 27.2 | 31.9 | |
| TIDRecTop-k=202026.01 | 25.6 | 27.6 | |
| SMIGNNTop-k=502026.01 | 25.5 | 30.2 | |
| SKG-ARTop-k=102026.01 | 25.4 | 28.1 | |
| LLM-enhancedTop-k=102026.01 | 25.1 | 27.9 | |
| Baseline 2Top-k=502026.01 | 24.1 | 28.2 | |
| SMIGNNTop-k=202026.01 | 23.9 | 25.6 | |
| TIDRecTop-k=102026.01 | 23.3 | 25.8 | |
| Baseline 2Top-k=202026.01 | 22.6 | 25.6 | |
| SMIGNNTop-k=102026.01 | 21.9 | 23.9 | |
| Baseline 1Top-k=502026.01 | 20.9 | 26.2 | |
| Baseline 2Top-k=102026.01 | 20.7 | 23.9 | |
| Baseline 1Top-k=202026.01 | 19.6 | 22.8 | |
| Baseline 1Top-k=102026.01 | 18.2 | 21.2 |