SwarmBench - Synchronization: leaderboard

Metric: Task score (mean of 5 simulations, higher is better). Source: arxiv.org. 13 models tracked.

Top models

#ModelScore
1Claude 3.7 Sonnet12.6
2DeepSeek V34
3Gemini 2.0 Flash3.4
4GPT-4.12.8
5O4 Mini2.8
6O3 Mini2.2
7GPT-4o1.8
8DeepSeek R11.2
9QwQ-32B1.2
10Llama 3.1 70B Instruct1
11Claude 3.5 Haiku1
12GPT-4.1 Mini0.6
13Llama 4 Scout0.2

Interactive version: theaggregate.ai/benchmark?slug=swarmbench-synchronization · How It Works · Data refreshed daily, snapshot 2026-09-19.