Benchmarks · reasoning
Roboflow Visual Reasoning
Roboflow Vision Evals: image questions requiring arithmetic, comparisons, spatial relations and multi-step inference (the answer is never written in the image). LLM-judge accuracy, mean of runs.
58 models · 108 results · data as of 2026-10-29 · playground.roboflow.com ↗
Leaderboard
Gemini 4 Argon high
More from this benchmark
1 published measuresOutput tokens per task108 results · lower is better
All results
108 rows| # | Model | Effort | Score | Subscription $ / task | API $ / task | Output tokens |
|---|---|---|---|---|---|---|
| 1 | Gemini 4 Argon | high | 91.4% | $0.005 | $0.013 | 2.2k |
| 2 | GPT-6 Astra | high | 91.2% | $0.002 | $0.021 | 1.4k |
| 3 | Gemini 4 Argon | low | 89.4% | $0.001 | $0.002 | 1.2k |
| 4 | GPT-6.1 Sol | high | 88.7% | $0.000 | $0.004 | 1.4k |
| 5 | GPT-6 Astra | low | 87.2% | $0.001 | $0.016 | 1.3k |
| 6 | GPT-6.1 Terra | high | 87.0% | $0.002 | $0.002 | 1.5k |
| 7 | Opus 5.5 | high | 85.9% | $0.000 | $0.011 | 1.7k |
| 8 | GPT-6.1 Terra | low | 85.4% | $0.002 | $0.002 | 1.4k |
| 9 | Muse Wonder (Max) | low | 85.2% | $0.016 | $0.024 | 2.3k |
| 10 | Gemini 3.8 Flash | high | 84.5% | $0.001 | $0.023 | 6.5k |
| 11 | Sonnet 5.5 | high | 83.9% | $0.000 | $0.006 | 1.7k |
| 12 | GPT-6.1 Sol | low | 83.7% | $0.000 | $0.003 | 1.4k |
| 13 | Muse Wonder (Max) | high | 83.4% | $0.031 | $0.047 | 3.4k |
| 14 | Opus 5.5 | low | 83.0% | $0.000 | $0.009 | 1.6k |
| 15 | Gemini 3.5 Flash | low | 82.1% | $0.008 | $0.008 | 1.9k |
| 16 | Gemini 3.7 Flash | high | 81.9% | $0.001 | $0.005 | 2.3k |
| 17 | Gemini 3.8 Flash | low | 81.2% | $0.000 | $0.004 | 1.8k |
| 18 | Gemini 3.5 Flash | high | 81.0% | $0.018 | $0.018 | 2.9k |
| 19 | Gemini 3.6 Flash | high | 81.0% | $0.000 | $0.009 | 3.3k |
| 20 | Gemini 3.7 Flash | low | 80.8% | $0.000 | $0.002 | 1.5k |
| 21 | Qwen 3.8 Max | high | 80.3% | $0.011 | $0.011 | 2.5k |
| 22 | Gemini 3.6 Flash | low | 77.7% | $0.000 | $0.003 | 1.7k |
| 23 | GPT-6 Sol | high | 77.7% | $0.000 | $0.006 | 1.6k |
| 24 | Muse Spark 1.1 | high | 76.6% | $0.013 | $0.013 | 4.1k |
| 25 | Sonnet 5.5 | low | 76.4% | $0.000 | $0.005 | 1.6k |
| 26 | Qwen 3.8 Max | low | 75.9% | $0.005 | $0.005 | 1.5k |
| 27 | Muse Spark 1.2 | high | 75.7% | $0.012 | $0.012 | 3.9k |
| 28 | Muse Spark 1.2 | low | 75.1% | $0.007 | $0.007 | 2.7k |
| 29 | Haiku 5.5 | high | 74.8% | $0.000 | $0.001 | 2.3k |
| 30 | Gemini 3.1 Pro | high | 74.8% | $0.021 | $0.021 | 2.7k |