SwarmBench - Flocking: leaderboard
Metric: Task score (mean of 5 simulations, higher is better). Source: arxiv.org. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | O4 Mini | 17.8 |
| 2 | DeepSeek V3 | 15 |
| 3 | Llama 4 Scout | 14.8 |
| 4 | GPT-4o | 14.6 |
| 5 | Llama 3.1 70B Instruct | 13.8 |
| 6 | Claude 3.7 Sonnet | 13.6 |
| 7 | GPT-4.1 | 13.4 |
| 8 | O3 Mini | 13.4 |
| 9 | GPT-4.1 Mini | 12.2 |
| 10 | Gemini 2.0 Flash | 10.4 |
| 11 | DeepSeek R1 | 8.4 |
| 12 | QwQ-32B | 7 |
| 13 | Claude 3.5 Haiku | 3.6 |
Interactive version: theaggregate.ai/benchmark?slug=swarmbench-flocking · How It Works · Data refreshed daily, snapshot 2026-09-19.