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LLM Stats
RealWorldQA
RealWorldQA is a benchmark designed to evaluate basic real-world spatial understanding capabilities of multimodal models. The initial release consists of over 700 anonymized images taken from vehicles and other real-world scenarios, each accompanied by a question and easily verifiable answer. Released by xAI as part of their Grok-1.5 Vision preview to test models' ability to understand natural scenes and spatial relationships in everyday visual contexts.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- XAI
- Benchmark release
- 2024-04-12
- Collected
- 2026-08-17
- Modality
- multimodal
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 29
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Qwen3.8 Max | 0.88 | Not recorded | Not recorded | 2026-08-02 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.869 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.867 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.863 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Qwen3.8-27B | 0.859 | Not recorded | Not recorded | 2026-08-14 · model_announcement | LLM Stats |
| Qwen3.6 Plus | 0.854 | Not recorded | Not recorded | 2026-04-02 · model_announcement | LLM Stats |
| Qwen3.6-35B-A3B | 0.853 | Not recorded | Not recorded | 2026-04-16 · model_announcement | LLM Stats |
| Qwen3.5-122B-A10B | 0.851 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3.6-27B | 0.841 | Not recorded | Not recorded | 2026-04-21 · model_announcement | LLM Stats |
| Qwen3.5-35B-A3B | 0.841 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3.5-27B | 0.837 | Not recorded | Not recorded | 2026-02-24 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Thinking | 0.813 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Instruct | 0.793 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 32B Instruct | 0.79 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 32B Thinking | 0.784 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen2-VL-72B-Instruct | 0.778 | Not recorded | Not recorded | 2024-08-29 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Thinking | 0.774 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Instruct | 0.737 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 8B Thinking | 0.735 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 4B Thinking | 0.732 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| LFM2.5-VL-3B | 0.731 | Not recorded | Not recorded | 2026-08-12 · model_announcement | LLM Stats |
| Qwen3 VL 8B Instruct | 0.715 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 4B Instruct | 0.709 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen2.5-Omni-7B | 0.703 | Not recorded | Not recorded | 2025-03-27 · model_announcement | LLM Stats |
| Grok-1.5V | 0.687 | Not recorded | Not recorded | 2024-04-12 · model_announcement | LLM Stats |
| DeepSeek VL2 | 0.684 | Not recorded | Not recorded | 2024-12-13 · model_announcement | LLM Stats |
| DeepSeek VL2 Small | 0.654 | Not recorded | Not recorded | 2024-12-13 · model_announcement | LLM Stats |
| DeepSeek VL2 Tiny | 0.642 | Not recorded | Not recorded | 2024-12-13 · model_announcement | LLM Stats |
| North Micro Vision Instruct | 0.622 | Not recorded | Not recorded | 2026-08-12 · model_announcement | LLM Stats |