SiT-Bench - Navigation & Planning: leaderboard
Metric: Accuracy (%; item-weighted over the category's subtasks). Source: arxiv.org. Saturation forecast: Around January 2027. 31 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash (Preview) | 77.11 |
| 2 | Qwen 3 VL 32B Instruct | 59.44 |
| 3 | Qwen 2.5 VL 72B Instruct | 55.67 |
| 4 | GPT-4o | 53.78 |
| 5 | Qwen 2.5 72B Instruct | 50.56 |
| 6 | DeepSeek V3.2 (Non-reasoning) | 49.89 |
| 7 | InternVL3-14B | 48.89 |
| 8 | Qwen 3 VL 4B Instruct | 47.44 |
| 9 | Qwen 3 4B (Non-reasoning) | 45.89 |
| 10 | Qwen 3 VL 8B Instruct | 45.78 |
| 11 | Qwen 2.5 3B Instruct | 45.44 |
| 12 | Llama 3.1 8B Instruct | 45.11 |
| 13 | Qwen 3 8B (Non-reasoning) | 45.11 |
| 14 | Qwen 3 4B 2507 Instruct | 44.22 |
| 15 | Qwen 2.5 VL 7B Instruct | 42.78 |
Interactive version: theaggregate.ai/benchmark?slug=sit-bench-navigation-planning · How It Works · Data refreshed daily, snapshot 2026-09-25.