VAMPS - Persian: leaderboard
Metric: Accuracy (%) on the original Persian 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), tool-enabled visual solving: the model must obtain one to four Desmos plots and answer only from the visible graph evidence, no analytical derivation; thinking disabled for every model, temperature 0, answers read from a required JSON block; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Opus 4.7 | 92.7 |
| 2 | Claude Sonnet 4.6 | 88.5 |
| 3 | Qwen 3.5 397B A17B (Non-reasoning) | 88.5 |
| 4 | Gemini 2.5 Flash (Non-reasoning) | 84.4 |
| 5 | Gemma 4 31B (Non-reasoning) | 84.4 |
| 6 | Qwen 3.5 27B (Non-reasoning) | 82.6 |
| 7 | Gemma 4 26B A4B (Non-reasoning) | 81.2 |
| 8 | Qwen 3.5 35B A3B (Non-reasoning) | 76.6 |
| 9 | Qwen 3 VL 32B Instruct | 71.6 |
| 10 | GPT-5.4 (Non-reasoning) | 70.6 |
| 11 | Ministral 3 14B | 53.2 |
| 12 | Ministral 3 8B | 50.5 |
| 13 | GPT-4o | 49.5 |
| 14 | Qwen 3 VL 8B Instruct | 49.1 |
| 15 | Gemma 3 27B | 46.8 |
Interactive version: theaggregate.ai/benchmark?slug=vamps-persian · How It Works · Data refreshed daily, snapshot 2026-09-29.