3D Scene Structure - Single-Swap Rearrangement: leaderboard

Metric: Correctness (%, human-scored; 602 scenes; correct only with the unique valid swap). Source: arxiv.org. Saturation forecast: Estimated already saturated. 6 models tracked.

Top models

#ModelScore
1Qwen 3.5 397B A17B (Thinking)94.85
2GPT-5.2 (Thinking)92.52
3Qwen 3 VL 30B A3B (Thinking)80.73
4Qwen 3 VL 8B (Thinking)67.61

Interactive version: theaggregate.ai/benchmark?slug=3d-scene-structure-single-swap-rearrangement · How It Works · Data refreshed daily, snapshot 2026-09-25.