SafeSceneReason - Spatial and Structural Reasoning: leaderboard

Accuracy on the spatial and structural questions of SafeSceneReason (2026), an industrial-safety multiple-choice benchmark. Percent, higher is better.

Metric: Accuracy (%; the 164 spatial/structural reasoning questions; single-answer multiple choice on the 1,000-question test set balanced across answer positions, built from workplace scene graphs and NIOSH FACE and CSB accident-report figures; temperature 0, unparseable answers counted wrong). Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol86.59#29
2GPT-5.584.15#48
3Gemini 3.5 Flash76.22#98
4Gemini 3.1 Pro (Preview)75#91
5Claude Fable 573.17#26
6Kimi K2.665.24#173
7Qwen 3.6 27B51.22#339
8Qwen 3.5 9B45.73#803

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=safescenereason-spatial-and-structural-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-12.