Node Classification on Freebase 5-shot
49.75Macro-F1CHoE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CHoEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 49.75 | 51.81 | |
| HGPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 40.91 | 42.83 | |
| GraphPromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 39.96 | 43.39 | |
| HeCoPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 36.68 | 40.07 | |
| GRACEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 33.08 | 35.14 | |
| GraphLoRAPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 32.92 | 34.08 | |
| DGIPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 32.73 | 34.89 | |
| HGMAEPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 32.45 | 35.79 | |
| HEROPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 31.41 | 33.33 | |
| HetGPTPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 29.94 | 45.65 | |
| GPF-plusPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 28.43 | 36.61 | |
| EdgePromptPre-trained dataset=ACM, Shots=5-shot, Evaluation protocol=fine-tuned2026.05 | 23.72 | 34.37 |