SwarmBench - Transport: leaderboard
Metric: Task score (mean of 5 simulations, higher is better). Source: arxiv.org. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.0 Flash | 7.66 |
| 2 | QwQ-32B | 7.11 |
| 3 | GPT-4.1 Mini | 6.3 |
| 4 | DeepSeek V3 | 5.84 |
| 5 | Claude 3.7 Sonnet | 4.14 |
| 6 | O3 Mini | 2.57 |
| 7 | Claude 3.5 Haiku | 1.7 |
| 8 | GPT-4.1 | 1.53 |
| 9 | GPT-4o | 1.38 |
| 10 | Llama 4 Scout | 1.15 |
| 11 | Llama 3.1 70B Instruct | 0.56 |
| 12 | O4 Mini | 0.16 |
| 13 | DeepSeek R1 | 0 |
Interactive version: theaggregate.ai/benchmark?slug=swarmbench-transport · How It Works · Data refreshed daily, snapshot 2026-09-19.