NutriBench-Kitchen - Long-Term Planning (Easy): leaderboard
Metric: Score (%; the long-term planning task family, easy regime: single-turn questions with a textual hint summarizing the relevant frames; NutriBench-Kitchen: 1,500 manually verified questions on 160 cooking videos (145 HD-EPIC segments and 15 self-recorded videos with measured ingredient quantities); accuracy on multiple-choice questions and mean relative accuracy on numerical ones; zero-shot with the same chain-of-thought prompt for every model). Source: arxiv.org. Saturation forecast: Estimated already saturated. 12 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 2.5 Pro | 95.3 |
| 2 | Qwen 3 VL 8B | 95.3 |
| 3 | Qwen 2.5 VL 7B Instruct | 84.7 |
| 4 | GPT-4o | 69.3 |
| 5 | GLM-4.1V-9B (Thinking) | 28 |
Interactive version: theaggregate.ai/benchmark?slug=nutribench-kitchen-long-term-planning-easy · How It Works · Data refreshed daily, snapshot 2026-09-26.