SpatialText (Code-Generated) - 3D Non-Omniscient: leaderboard

Metric: Accuracy (%) on 3D scenes whose description omits relations, so some answers are undecidable (392 questions) on SpatialText's programmatically generated structured scenes (free-response, yes/no, choice and query-set questions), text only, greedy decoding; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 7 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 8B70.4#667
2Gemma 3 12B (IT)53.3#655
3Gemma 2 9B (IT)48.5#774
4DeepSeek R1 Distill Llama 8B48.5#1282
5Qwen 2.5 7B Instruct33.2#846
6Mistral Instruct v0.1 7B28.8#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-code-generated-3d-non-omniscient · How It Works · Data refreshed daily, snapshot 2026-10-11.