SpatialText - Static Spatial Reasoning: leaderboard
Metric: Accuracy (%) on level II static spatial reasoning (relative position, wall mapping, inverse localization, 130 questions) on SpatialText's 485 questions about human-annotated text descriptions of real indoor scenes (LSUN), text only, greedy decoding; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | DeepSeek V3.2 | 74.62 | #198 |
| 2 | Qwen 3 8B | 69.23 | #667 |
| 3 | Gemma 3 12B (IT) | 53.85 | #655 |
| 4 | Gemma 2 9B (IT) | 51.54 | #774 |
| 5 | DeepSeek R1 Distill Llama 8B | 44.62 | #1282 |
| 6 | Qwen 2.5 7B Instruct | 41.54 | #846 |
| 7 | Mistral Instruct v0.1 7B | 19.23 | #1429 |
No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.
Interactive version: theaggregate.ai/benchmark?slug=spatialtext-static-spatial-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-11.