Node Classification on PubMed (Accuracy, G↑, L↑)
96.18AccuracySAGE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SAGENode Features=h_TAPE2023.05 | 96.18 | 8.3 | 1.31 | |
| RevGATNode Features=h_TAPE2023.05 | 96.04 | 8.52 | 1.15 | |
| MLPNode Features=h_TAPE2023.05 | 95.65 | 10.77 | 0.75 | |
| LM_finetuneModel=DeBERTa, Protocol=fine-tuned2023.05 | 94.94 | — | — | |
| GCNNode Features=h_TAPE2023.05 | 94.31 | 17.43 | -0.66 | |
| LLMModel=ChatGPT gpt-3.5-turbo, Protocol=zero-shot2023.05 | 93.42 | — | — | |
| MLPNode Features=h_shallow2023.05 | 86.35 | — | — |