KPM-QA - Environment: leaderboard

Metric: Accuracy (%) by option matching on KPM-QA environment (indoor or outdoor setting and its influence on movement) questions about motion-centric human videos (answers generated by GPT-4.1 from the video and kinematics-grounded captions built from 3D pose estimation); higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.195.79#240
2Gemini 2.5 Pro95.19#145
3Qwen 2.5 VL 7B Instruct81.61#643

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=kpm-qa-environment · How It Works · Data refreshed daily, snapshot 2026-10-11.