multimodal benchmark
PMC-VQA
A medical visual question answering benchmark built on biomedical literature and medical figures.
Updated Aug 11, 2026
Models3
Model coverage3
MetricScore
EvidenceB
PMC-VQA Ranking
Higher score ranks better on this benchmark.
| 1 | AC | 63.3% | 100.0% | 3 | C | |
| 2 | AC | 62.4% | 50.0% | 3 | C | |
| 3 | AC | 62.0% | 0.0% | 3 | C |
PMC-VQA Score Distribution
A closer view of the leading scores on this benchmark.
PMC-VQA Highlights
The leading models and scores on this benchmark.
What is PMC-VQA?
What PMC-VQA measures and how its scores work.
A medical visual question answering benchmark built on biomedical literature and medical figures.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- PMC-VQA
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- pmc-vqa|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about PMC-VQA.
Which model scores highest on PMC-VQA?
Qwen3.5-122B-A10B is currently ranked first with 63.3%.
What does PMC-VQA measure?
A medical visual question answering benchmark built on biomedical literature and medical figures.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
3 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.