Toxicity prediction on TransLipid (test)
100Toxic AccuracyQwen 3-8B w/ LipoAgent
Evaluation Results
| Method | Links | |
|---|---|---|
| Qwen 3-8B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| Qwen 3-32B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| ChemLLM w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| Llama 3.1-8B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| TxGemma-7B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| TxGemma-27B w/ LipoAgentArchitecture=LLM, Fine-tuned=true, Multi-agent=true2026.05 | 100 | |
| TxGemma-27B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 94.2 | |
| Qwen 3-32B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 93.3 | |
| TxGemma-7B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 92.87 | |
| Qwen 3-8B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 90.3 | |
| TxGemma-27BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 86.7 | |
| TxGemma-7BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 85.44 | |
| Llama 3.1-8B w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 77.4 | |
| ChemLLM w/ Fine-tunedArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 72.11 | |
| Qwen 3-8BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 70.4 | |
| Qwen 3-32BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 70.4 | |
| DrugPilotArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 66.05 | |
| Llama 3.1-8BArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 65.33 | |
| DrugAgentArchitecture=LLM, Fine-tuned=false, Multi-agent=true2026.05 | 65.05 | |
| KnowMolArchitecture=LLM, Fine-tuned=true, Multi-agent=false2026.05 | 62.12 | |
| LANTERNArchitecture=MLP, Fine-tuned=false, Multi-agent=false2026.05 | 58.76 | |
| ChemLLMArchitecture=LLM, Fine-tuned=false, Multi-agent=false2026.05 | 56.84 |