Pause-and-Think-B - Scene Understanding: leaderboard
Metric: Binary validity accuracy (%) on the 100 scene-understanding items (object, attribute and action-state queries), GPT-5.1 judge, three runs; higher is better. Source: arxiv.org. Saturation forecast: Around September 2028. 11 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.2 | 55.13 |
| 2 | Qwen 3 VL 235B A22B Instruct | 53.03 |
| 3 | Gemini 2.5 Pro | 49.05 |
| 4 | Qwen 3 VL 4B Instruct | 46.86 |
| 5 | GPT-4o | 42.58 |
Interactive version: theaggregate.ai/benchmark?slug=pause-and-think-b-scene-understanding · How It Works · Data refreshed daily, snapshot 2026-09-29.