Binary Graph Classification on BBBP (test)
0.769AUC-ROC<SOGk>
Evaluation Results
| Method | Links | |
|---|---|---|
| <SOGk>Backbone=LLaMA3-3B2026.02 | 0.769 | |
| <SOGk>Backbone=LLaMA2-7B2026.02 | 0.664 | |
| Galactica-120BProtocol=Zero-shot2026.02 | 0.661 | |
| Deepseek-R1Protocol=Zero-shot2026.02 | 0.636 | |
| MolCA-GSBackbone=Non-LLM2026.02 | 0.636 | |
| MolCA-SBackbone=Non-LLM2026.02 | 0.625 | |
| GPT-4Protocol=Zero-shot2026.02 | 0.615 | |
| LLaMA3-3BProtocol=LoRA SFT2026.02 | 0.602 | |
| LLaMA3-70BProtocol=Zero-shot2026.02 | 0.601 | |
| GIMLETBackbone=Non-LLM2026.02 | 0.594 | |
| GPF-AttrMaskingBackbone=Non-LLM2026.02 | 0.588 | |
| GPT-4oProtocol=Zero-shot2026.02 | 0.57 | |
| GPF-GCLBackbone=Non-LLM2026.02 | 0.565 | |
| LLaMA2-7BProtocol=LoRA SFT2026.02 | 0.55 | |
| LLaMA2-7BProtocol=Soft Prompt2026.02 | 0.537 | |
| LLaMA2-7BProtocol=Few-shot (Morgan Sim)2026.02 | 0.513 | |
| LLaMA3-3BProtocol=Zero-shot2026.02 | 0.502 | |
| LLaMA2-7BProtocol=Zero-shot2026.02 | 0.5 | |
| LLaMA3-3BProtocol=Few-shot (Morgan Sim)2026.02 | 0.497 | |
| LLaMA2-7BProtocol=Few-shot (Random)2026.02 | 0.494 | |
| LLaMA3-3BProtocol=Few-shot (Random)2026.02 | 0.465 | |
| LLaMA3-3BProtocol=Soft Prompt2026.02 | 0.279 |