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 11, 2026
Models5
Model coverage5
MetricScore
EvidenceB
WorldVQA Ranking
Higher score ranks better on this benchmark.
| 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 |
WorldVQA Score Distribution
A closer view of the leading scores on this benchmark.
WorldVQA Highlights
The leading models and scores on this benchmark.
What is WorldVQA?
What WorldVQA measures and how its scores work.
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. This benchmark is not independently verified and has an evidence level of B.
- Family
- WorldVQA
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- worldvqa|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
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 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.