VAMPS (Analytical): leaderboard
Metric: Accuracy (%) on the English versions of the 218 Konkour-seed questions (Iranian university entrance exam algebra and calculus, chosen so that plotting reveals the answer; four-option multiple choice), direct analytical solving without tools (the standard protocol); thinking disabled for every model, temperature 0, answers read from a required JSON block; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 98.2 |
| 2 | Claude Opus 4.7 | 98.2 |
| 3 | Qwen 3.5 397B A17B (Non-reasoning) | 97.2 |
| 4 | Gemma 4 31B (Non-reasoning) | 97.2 |
| 5 | Qwen 3.5 27B (Non-reasoning) | 95.9 |
| 6 | Qwen 3 VL 8B Instruct | 92.2 |
| 7 | Qwen 3 VL 32B Instruct | 92.2 |
| 8 | Gemini 2.5 Flash (Non-reasoning) | 90.4 |
| 9 | Gemma 4 26B A4B (Non-reasoning) | 90.4 |
| 10 | GPT-5.4 (Non-reasoning) | 89 |
| 11 | Gemma 3 27B | 77.5 |
| 12 | Ministral 3 14B | 75.7 |
| 13 | Gemma 3 12B | 68.3 |
| 14 | Ministral 3 8B | 67.4 |
| 15 | Qwen 3.5 35B A3B (Non-reasoning) | 64.7 |
Interactive version: theaggregate.ai/benchmark?slug=vamps-analytical · How It Works · Data refreshed daily, snapshot 2026-09-29.