multimodal benchmark
WorldVQA Leaderboard
WorldVQA is a multimodal benchmark for evaluating atomic vision-centric world knowledge.
Updated Sep 5, 2026
Models5
Model coverage5
MetricScore
EvidenceB
WorldVQA Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score61.10% | Percentile100.00% | Participants5 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score53.00% | Percentile75.00% | Participants5 | EvidenceC | Evaluated |
| Rank03 | ModelMA | Score51.00% | Percentile50.00% | Participants5 | EvidenceC | Evaluated |
| Rank04 | ModelBY | Score48.60% | Percentile25.00% | Participants5 | EvidenceC | Evaluated |
| Rank05 | ModelMA | Score46.30% | Percentile0.00% | Participants5 | EvidenceC | Evaluated |
WorldVQA Highlights
The leading models and scores on this benchmark.
WorldVQA Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for WorldVQA
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is WorldVQA?
What WorldVQA measures and how its scores work.
WorldVQA is a benchmark that evaluates models' understanding and reasoning about visual elements representing real-world knowledge.
It measures Score as a ratio.
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
- No
- Evaluation key
- overall
LLM Stats. 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 61.10%.
What are the top three models on WorldVQA?
The current leaders are Qwen3.7-Plus (61.10%), Seed 2.1 Pro (53.00%), and Kimi K3 (51.00%).
Which WorldVQA model has the lowest official input price?
Qwen3.7-Plus has the lowest matched official input price at $0.50 input / $3.0 output per 1M tokens.
Which models are fastest among WorldVQA results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.