Pause-and-Think-B - Scene Understanding: leaderboard
Pause-and-Think-B is a 300-clip egocentric and exocentric video benchmark for assistive action suggestion (Advanced Micro Devices, 2026): given a short clip and a user query, a model gives a free-form contextual answer or next-step plan, scored 0 or 1 by a GPT-5.1 judge that checks visual grounding and action feasibility over three runs. This board reports Binary validity accuracy (%) on the 100 scene-understanding items (object, attribute and action-state queries), GPT-5.1 judge, three runs; higher is better.
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 April 2027. 11 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.2 | 55.13 | #176 |
| 2 | Qwen 3 VL 235B A22B Instruct | 53.03 | #522 |
| 3 | Gemini 2.5 Pro | 49.05 | #266 |
| 4 | Qwen 3 VL 4B Instruct | 46.86 | #1279 |
| 5 | GPT-4o | 42.58 | #741 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=pause-and-think-b-scene-understanding · How It Works · Data refreshed daily, snapshot 2026-11-13.