Molecule generation on 3k unseen pairs (test)
0.72BLEUDPO
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DPOAlignment=Direct Preference Optimization2024.05 | 0.72 | 42.4 | 0.77 | 0.69 | 0.49 | 10.47 | 99 | |
| CPOAlignment=Contrastive Preference Optimization2024.05 | 0.71 | 42.65 | 0.77 | 0.7 | 0.48 | 4.19 | 100 | |
| MeditronAlignment=Pre-trained2024.05 | 0.43 | 66.16 | 0.35 | 0.29 | 0.19 | 13.64 | 57 | |
| SFTAlignment=Supervised Fine-Tuning2024.05 | 0.3 | 186.99 | 0.7 | 0.62 | 0.41 | 11.14 | 98 | |
| KTOAlignment=Kahneman-Tversky Optimization2024.05 | 0.23 | 294.63 | 0.03 | 0.03 | 0.02 | 32.64 | 6 | |
| TxtChem-T5Alignment=Pre-trained2024.05 | 0.18 | 133.29 | 0.21 | 0.1 | 0.03 | 37.67 | 58 | |
| Chem-LLMAlignment=Pre-trained2024.05 | 0.04 | 732.74 | 0 | 0 | 0 | 59.44 | 19 |