RealWorldQA
by xAI · open-source · Last verified 2026-03-01
Benchmark testing multimodal models on practical real-world visual understanding tasks. Features questions about real photographs requiring spatial reasoning, object recognition, scene understanding, and practical knowledge that goes beyond simple object detection.
https://huggingface.co/datasets/xai-org/RealWorldQA ↗C+
C+—Average
Adoption: C+Quality: AFreshness: ACitations: C+Engagement: F
Specifications
- License
- CC-BY-4.0
- Pricing
- open-source
- Capabilities
- model-evaluation, real-world-vision-testing, spatial-reasoning-assessment
- Integrations
- huggingface
- Use Cases
- visual-understanding-evaluation, practical-vision-testing, real-world-assessment
- API Available
- No
- Evaluated Models
- claude-4, gpt-5, gemini-2.5-pro
- Metrics
- accuracy, spatial-accuracy
- Methodology
- Multiple-choice questions about real photographs testing spatial reasoning, counting, scene understanding, and practical visual knowledge.
- Last Run
- 2026-02-20
- Tags
- benchmark, evaluation, multimodal, real-world, visual-understanding
- Added
- 2026-03-17
- Completeness
- 100%
Index Score
53.1Adoption
58
Quality
82
Freshness
86
Citations
54
Engagement
0