Multi-property Optimization on Multi-property Optimization
95.2Average ScoreBioMedGPT-Mol
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BioMedGPT-MolModel Category=Chemistry LLM2025.12 | 95.2 | 99.2 | 94.6 | 93.2 | 94.2 | 94.8 | |
| GeLLM3O-llamaModel Category=Chemistry LLM2025.12 | 95 | 95 | 93.6 | 93.2 | 95.3 | 97.9 | |
| GeLLM3O-mistralModel Category=Chemistry LLM2025.12 | 92.2 | 96.8 | 95.2 | 86.4 | 91.1 | 91.7 | |
| LlaSMolModel Category=Chemistry LLM2025.12 | 66.8 | 86 | 76.4 | 53.4 | 64.9 | 53.1 | |
| Claude3.5Evaluation Protocol=few-shot, Model Category=General LLM2025.12 | 59.6 | 76.8 | 50.6 | 39 | 44.5 | 38.5 | |
| MistralEvaluation Protocol=few-shot, Model Category=General LLM2025.12 | 51.8 | 68.6 | 59.6 | 34.8 | 49.2 | 46.9 | |
| Claude3.5Evaluation Protocol=0-shot, Model Category=General LLM2025.12 | 49.8 | 56 | 17.4 | 39 | 44.5 | 38.5 | |
| GPT-4oEvaluation Protocol=few-shot, Model Category=General LLM2025.12 | 25 | 40 | 21.4 | 14.4 | 24.1 | 25 | |
| GPT-4oEvaluation Protocol=0-shot, Model Category=General LLM2025.12 | 23.9 | 36.4 | 19.4 | 17.8 | 25.1 | 20.8 | |
| MistralEvaluation Protocol=0-shot, Model Category=General LLM2025.12 | 14.8 | 15.8 | 11.2 | 12.7 | 12.6 | 21.9 | |
| ChemLLMModel Category=Chemistry LLM2025.12 | 4.2 | 4.8 | 6.2 | 1.7 | 5.2 | 3.1 |