TurtleAI - Real: leaderboard
Metric: Success rate (%) on the 102 TurtleAI-DSReal tasks (XLogoOnline Midi and Maxi levels designed for grades 3-6), symbolic comparison: the predicted Python turtle program is run in a canonicalizing emulator and succeeds when its normalized drawing matches the reference pixel by pixel (0.95 or 0.92 overlap threshold), greedy decoding, one fixed prompt with the task image; higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | O3 (Medium) | 40.2 |
| 2 | O4 Mini (Medium) | 36.27 |
| 3 | GPT-5 (Medium) | 27.45 |
| 4 | GPT-4o (2024-11-20) | 26.47 |
| 5 | Qwen 3 VL 30B A3B Instruct | 18.63 |
| 6 | GPT-4 Turbo | 15.69 |
| 7 | Qwen 2.5 VL 72B Instruct | 15.69 |
| 8 | InternVL3-78B | 12.75 |
| 9 | Pixtral-12B | 9.8 |
| 10 | Qwen 2 VL 7B Instruct | 0.98 |
Interactive version: theaggregate.ai/benchmark?slug=turtleai-real · How It Works · Data refreshed daily, snapshot 2026-09-29.