multimodal benchmark
WorldVQA
WorldVQA is a benchmark designed to evaluate atomic vision-centric world knowledge. It assesses models' ability to understand and reason about visual elements representing real-world knowledge.
Updated Aug 7, 2026
Published models5
Registry coverage5
MetricScore
EvidenceB
WorldVQA leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | AC | 61.1% | 100.0% | 5 | C | |
| 2 | BY | 53.0% | 75.0% | 5 | C | |
| 3 | MA | 51.0% | 50.0% | 5 | C | |
| 4 | BY | 48.6% | 25.0% | 5 | C | |
| 5 | MA | 46.3% | 0.0% | 5 | C |
Score distribution
Top published rows on the benchmark's original scale.
WorldVQA highlights
The top published results on this benchmark's own scale.
What is WorldVQA?
Definition and scoring fields from the benchmark registry.
WorldVQA is a benchmark designed to evaluate atomic vision-centric world knowledge. It assesses models' ability to understand and reason about visual elements representing real-world knowledge.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- WorldVQA
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- worldvqa|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about WorldVQA.
Which model scores highest on WorldVQA?
Qwen3.7-Plus is currently ranked first with 61.1%.
What does WorldVQA measure?
WorldVQA is a benchmark designed to evaluate atomic vision-centric world knowledge. It assesses models' ability to understand and reason about visual elements representing real-world knowledge.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
5 unique published model results are currently shown.
Does this benchmark affect the overall score?
This benchmark is preserved as source-native evidence but is not eligible for the current overall score.