multimodal benchmark
ChartQAPro
ChartQAPro is a challenging benchmark for question answering over diverse, real-world charts and infographics.
Updated Aug 7, 2026
Published models2
Registry coverage2
MetricScore
EvidenceB
ChartQAPro leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | BY | 70.9% | 100.0% | 2 | C | |
| 2 | BY | 70.9% | 0.0% | 2 | C |
Score distribution
Top published rows on the benchmark's original scale.
ChartQAPro highlights
The top published results on this benchmark's own scale.
What is ChartQAPro?
Definition and scoring fields from the benchmark registry.
ChartQAPro is a challenging benchmark for question answering over diverse, real-world charts and infographics.
Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- ChartQAPro
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- chartqapro|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about ChartQAPro.
Which model scores highest on ChartQAPro?
Seed 2.1 Pro is currently ranked first with 70.9%.
What does ChartQAPro measure?
ChartQAPro is a challenging benchmark for question answering over diverse, real-world charts and infographics.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 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.