Academic Recommendation on OpenAlex Inductive Cold-Start Time-Machine Protocol
91.97R@10TAG-HGT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TAG-HGTMethodology=Hybrid Framework2025.12 | 91.97 | 85.89 | 97.23 | 87.08 | 84.23 | 21.81 | 71.6 | |
| LLM-ZeroShotMethodology=Semantic-Enhanced, Base Model=DeepSeek-V32025.12 | 85.17 | 72.26 | 96.55 | 74.83 | — | — | — | |
| HANMethodology=Structure-Only2025.12 | 71.26 | 67.28 | 74.59 | 68.04 | 66.19 | 21.04 | 72.7 | |
| SeHGNNMethodology=Structure-Only2025.12 | 54.22 | 41.12 | 82.01 | 47.05 | 38.33 | 22.36 | 19.7 | |
| TAPEMethodology=Semantic-Enhanced2025.12 | 47.91 | 41.22 | 89.51 | 49.65 | 40.6 | 22.71 | 37.2 | |
| GraphSAGEMethodology=Structure-Only2025.12 | 43.52 | 37.86 | 53.6 | 39.97 | 36.48 | 22.68 | 17.8 |