Bioactivity Prediction on MolVision BACE-V, BBBP-V, HIV-V, ClinTox-V, Tox21-V
90ACC (BACE-V)MolSight
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MolSightModel Type=Image-based VLM, Fine-tuned=true2026.07 | 90 | 90 | 93 | 96 | 96 | 94 | 88 | 93 | 99 | 84 | 93 | 91 | |
| BLIP-2Model Type=Image-based VLM, Fine-tuned=true2026.07 | 86 | 83 | 93 | 96 | 92 | 76 | 89 | 93 | 99 | 80 | 92 | 86 | |
| mPlugOWL2Model Type=Image-based VLM, Fine-tuned=true2026.07 | 86 | 82 | 90 | 88 | 90 | 91 | 89 | 92 | 94 | 96 | 89 | 89 | |
| LLaVA-1.5-13BModel Type=Image-based VLM, Fine-tuned=true2026.07 | 84 | 83 | 86 | 88 | 80 | 81 | 70 | 72 | 92 | 93 | 82 | 83 | |
| MolCAModel Type=SMILES-based LLM, Fine-tuned=true2026.07 | 79 | 73 | 74 | 72 | 89 | 84 | 93 | 84 | 80 | 72 | 83 | 77 | |
| Qwen-VLModel Type=Image-based VLM, Fine-tuned=true2026.07 | 78 | 78 | 70 | 72 | 60 | 61 | 71 | 64 | 75 | 64 | 71 | 68 | |
| CogVLMModel Type=Image-based VLM, Fine-tuned=true2026.07 | 72 | 71 | 78 | 82 | 85 | 83 | 88 | 90 | 93 | 93 | 83 | 84 | |
| LLaMA-Adapter-v2-7BModel Type=Image-based VLM, Fine-tuned=true2026.07 | 52 | 48 | 45 | 46 | 43 | 42 | 58 | 62 | 68 | 69 | 53 | 53 | |
| ChemLLMModel Type=SMILES-based LLM, Fine-tuned=true2026.07 | 18 | 12 | 12 | 8 | 19 | 9 | 21 | 13 | 18 | 9 | 17 | 10 |