ChemGraph - Multi-Agent: leaderboard
Metric: Accuracy (%, 40 computational-chemistry queries). Source: huggingface.co. 31 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 100 |
| 2 | Gemini 2.5 Flash | 97.5 |
| 3 | GPT-5.4 | 97.5 |
| 4 | Claude Opus 4.7 | 97.5 |
| 5 | Claude Opus 4.8 | 97.5 |
| 6 | Claude Haiku 4.5 | 97.5 |
| 7 | Claude Sonnet 5 | 97.5 |
| 8 | GPT-4o | 95 |
| 9 | Nemotron 3 Ultra | 95 |
| 10 | Claude Sonnet 4.6 | 92.5 |
| 11 | GPT-5.5 | 92.5 |
| 12 | GPT-4.1 | 90 |
| 13 | Inkling | 87.5 |
| 14 | GPT-5.6 Terra | 85 |
| 15 | O3 Mini | 85 |
Interactive version: theaggregate.ai/benchmark?slug=chemgraph-multi-agent · How It Works · Data refreshed daily, snapshot 2026-09-19.