| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Molecular Optimization (QED) | TOMG-Bench | Success Rate (SR)55.8 | 11 | |
| Molecular Optimization (MR) | TOMG-Bench | Success Rate (SR)59.5 | 11 | |
| Molecular Optimization (LogP) | TOMG-Bench | Success Rate (SR)51.6 | 11 | |
| Property optimization | TOMG-Bench | QED0.236 | 7 | |
| Structure-based optimization | TOMG-Bench | Add Component Rate0.5 | 7 | |
| Autonomous LLM Fine-tuning | TOMG-Bench | Validation Score68.1 | 4 |