CVT-Bench - Real Isolated F1: leaderboard
Metric: Ambiguity-aware global multi-label F1 (%) over all questions, on the 100 CVT-Real scenes (real 3DSSG indoor photographs, 6,130 questions; relations left, right, front, behind, above and below), asked for the spatial relation between two tagged objects from the source view and from counterfactual viewpoints (yaw rotations and a top view), with the scene given as an image, one scene per request (CVT-Isolated); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 82.9 | #54 |
| 2 | GPT-5.2 | 74.3 | #105 |
| 3 | Kimi K2.5 | 62.9 | #139 |
| 4 | Qwen 3.5 397B A17B | 62.8 | #141 |
| 5 | Qwen 3.5 Plus (2026-02-15) | 61.6 | #114 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=cvt-bench-real-isolated-f1 · How It Works · Data refreshed daily, snapshot 2026-10-11.