mRNA transfection efficiency prediction on TransLipid (test)
94.23Efficiency AccuracyTxGemma-7B w/ LipoAgent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TxGemma-7B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 94.23 | 90.83 | 95.23 | 0.85 | |
| TxGemma-27B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 94.23 | 92.34 | 95.23 | 0.81 | |
| TxGemma-27B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 91.31 | 89.47 | 92.48 | 1.1 | |
| TxGemma-7B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 89.5 | 84.38 | 91.23 | 1.13 | |
| Qwen 3-32B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 89.2 | 92.87 | 84.32 | 1.01 | |
| Qwen 3-32B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 86.7 | 92.31 | 75 | 1.21 | |
| TxGemma-27BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 82.34 | 80.23 | 83.12 | 1.25 | |
| TxGemma-7BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 80.2 | 55.45 | 83.6 | 1.33 | |
| Qwen 3-8B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 76.8 | 89.6 | 69.3 | 1.09 | |
| Llama 3.1-8B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 72.34 | 74.35 | 69.38 | 1.32 | |
| ChemLLM w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 71.41 | 76.97 | 69.38 | 1.33 | |
| Qwen 3-8B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 70.4 | 86.36 | 65.3 | 1.24 | |
| Llama 3.1-8B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 68.83 | 70.75 | 54.29 | 1.57 | |
| ChemLLM w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 65.57 | 69.33 | 63.47 | 1.87 | |
| Qwen 3-32BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 62.56 | 67.23 | 72.98 | 1.85 | |
| KnowMolArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 62.34 | 65.67 | 63.26 | 1.81 | |
| DrugAgentArchitecture=LLM, Fine-tuned=false, Multi-agent=true2026.05 | 61.21 | 63.42 | 58.8 | 1.98 | |
| Qwen 3-8BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 60.23 | 72.34 | 55.27 | 1.87 | |
| DrugPilotArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 53.47 | 55.87 | 50.86 | 1.97 | |
| LANTERNArchitecture=MLP, Fine-tuned=false, Multi-agent=false2026.05 | 42.33 | 37.22 | 51.15 | 2.1 | |
| Llama 3.1-8BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 35 | 38.26 | 32.33 | 1.99 | |
| SCENTArchitecture=GNN, Fine-tuned=false, Multi-agent=false2026.05 | 32.56 | 40.33 | 28.45 | 2.21 | |
| AGILEArchitecture=GNN, Fine-tuned=false, Multi-agent=false2026.05 | 30.8 | 87.83 | 20.1 | 2.28 | |
| ChemLLMArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 11.1 | 13.21 | 10.74 | 2.96 |