Node Classification on Aminer 5-shot
53.87Macro-F1CHoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CHoEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 53.87 | 62.16 | |
| HGPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 29.56 | 35.81 | |
| GraphPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 28.04 | 31.52 | |
| HEROPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 27.98 | 29.5 | |
| DGIPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 25.76 | 32.35 | |
| GraphLoRAPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 25.29 | 28.68 | |
| GRACEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 24.64 | 29.83 | |
| HGMAEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 24.27 | 31.66 | |
| HeCoPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 24.07 | 27.64 | |
| HetGPTPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 20.74 | 48.01 | |
| GPF-plusPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 20.27 | 33.57 | |
| EdgePromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 15.77 | 32.92 |