Node Classification on DBLP 5-shot
88.47Macro F1 ScoreCHoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CHoEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 88.47 | 89.47 | |
| HGPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 88.18 | 89.01 | |
| HeCoPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 87.27 | 88.06 | |
| GraphPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 87.03 | 87.82 | |
| HEROPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 80.4 | 80.75 | |
| DGIPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 78.55 | 79.74 | |
| HGMAEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 75.44 | 76.75 | |
| GRACEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 70.6 | 71.78 | |
| GraphLoRAPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 69.21 | 70.43 | |
| HetGPTPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 58.83 | 64.13 | |
| EdgePromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 56.67 | 61.22 | |
| GPF-plusPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 56.45 | 59.12 |