Molecule Optimization for Physicochemical Properties on MolBench-MO
0DeltaBiomni
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BiomniCategory=Agent2026.04 | 0 | 0 | |
| Minimax 2.5Category=LLM2026.04 | 0.003 | 5.1 | |
| Deepseek V3.2Category=LLM2026.04 | 0.084 | 20 | |
| GPT 5.2Category=LLM2026.04 | 0.428 | 82.1 | |
| Gemini 3Category=LLM2026.04 | 0.574 | 89.7 | |
| GLM 5Category=LLM2026.04 | 0.697 | 84.6 | |
| Qwen 3.5Category=LLM2026.04 | 0.716 | 87.5 | |
| Kimi 2.5Category=LLM2026.04 | 0.783 | 100 | |
| Claude Code (vanilla)Category=Agent, LLM backend=Claude Sonnet 4.62026.04 | 0.866 | 92.3 | |
| Claude Sonnet 4.6Category=LLM2026.04 | 1.023 | 97.4 | |
| OpenClaw (vanilla)Category=Agent, LLM backend=Claude Sonnet 4.62026.04 | 1.293 | 100 | |
| MolClaw (OpenClaw)Category=Agent, LLM backend=Claude Sonnet 4.6, Platform=OpenClaw2026.04 | 1.436 | 100 | |
| MolClaw (Claude Code)Category=Agent, LLM backend=Claude Sonnet 4.6, Platform=Claude Code2026.04 | 1.724 | 100 |