multimodal benchmark
InfoVQA
InfoVQA dataset with 30,000 questions and 5,000 infographic images requiring joint reasoning over document layout, textual content, graphical elements, and data visualizations with elementary reasoning and arithmetic skills
Updated Aug 11, 2026
Models9
Model coverage9
MetricScore
EvidenceB
InfoVQA Ranking
Higher score ranks better on this benchmark.
| 1 | AC | 83.4% | 100.0% | 9 | C | |
| 2 | AC | 82.6% | 87.5% | 9 | C | |
| 3 | DE | 78.1% | 75.0% | 9 | C | |
| 4 | DE | 75.8% | 62.5% | 9 | C | |
| 5 | MI | 72.7% | 50.0% | 9 | C | |
| 6 | GO | 70.6% | 37.5% | 9 | C | |
| 7 | DE | 66.1% | 25.0% | 9 | C | |
| 8 | GO | 64.9% | 12.5% | 9 | C | |
| 9 | GO | 50.0% | 0.0% | 9 | C |
InfoVQA Score Distribution
A closer view of the leading scores on this benchmark.
InfoVQA Highlights
The leading models and scores on this benchmark.
What is InfoVQA?
What InfoVQA measures and how its scores work.
InfoVQA dataset with 30,000 questions and 5,000 infographic images requiring joint reasoning over document layout, textual content, graphical elements, and data visualizations with elementary reasoning and arithmetic skills
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- InfoVQA
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- infovqa|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about InfoVQA.
Which model scores highest on InfoVQA?
Qwen2.5 VL 32B Instruct is currently ranked first with 83.4%.
What does InfoVQA measure?
InfoVQA dataset with 30,000 questions and 5,000 infographic images requiring joint reasoning over document layout, textual content, graphical elements, and data visualizations with elementary reasoning and arithmetic skills
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
9 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.