Knowledge Graph Recommendation on Aminer v12 (In-domain)
31.1MAPSKG-AR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SKG-ARTop-k=502026.01 | 31.1 | 35.2 | |
| LLM-enhancedTop-k=502026.01 | 30.6 | 34.7 | |
| SKG-ARTop-k=202026.01 | 29.1 | 30.4 | |
| LLM-enhancedTop-k=202026.01 | 28.7 | 30.1 | |
| TIDRecTop-k=502026.01 | 28.4 | 32.8 | |
| SKG-ARTop-k=102026.01 | 27.5 | 28.6 | |
| TIDRecTop-k=202026.01 | 27.2 | 28.1 | |
| LLM-enhancedTop-k=102026.01 | 27 | 28.2 | |
| SMIGNNTop-k=502026.01 | 26.7 | 31.1 | |
| SMIGNNTop-k=202026.01 | 25.3 | 26.4 | |
| TIDRecTop-k=102026.01 | 25.2 | 26.3 | |
| Baseline 2Top-k=502026.01 | 24.3 | 29.1 | |
| SMIGNNTop-k=102026.01 | 23.6 | 24.8 | |
| Baseline 2Top-k=202026.01 | 23 | 24.4 | |
| Baseline 1Top-k=502026.01 | 22.4 | 27.2 | |
| Baseline 2Top-k=102026.01 | 22.1 | 22.8 | |
| Baseline 1Top-k=202026.01 | 21.1 | 22.6 | |
| Baseline 1Top-k=102026.01 | 19.8 | 20.9 |