multimodal benchmark
InfoVQAtest Leaderboard
InfoVQAtest is a multimodal benchmark based on infographic images that require joint reasoning over document layout, textual content, graphical elements, data visualizations, elementary reasoning, and arithmetic skills.
Updated Sep 5, 2026
Models12
Model coverage12
MetricScore
EvidenceB
InfoVQAtest Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelMA | Score92.60% | Percentile100.00% | Participants12 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score89.50% | Percentile90.91% | Participants12 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score89.20% | Percentile81.82% | Participants12 | EvidenceC | Evaluated |
| Rank04 | ModelAC | Score89.20% | Percentile72.73% | Participants12 | EvidenceC | Evaluated |
| Rank05 | ModelAC | Score87.00% | Percentile63.64% | Participants12 | EvidenceC | Evaluated |
| Rank06 | ModelAC | Score86.00% | Percentile54.55% | Participants12 | EvidenceC | Evaluated |
| Rank07 | ModelAC | Score86.00% | Percentile45.45% | Participants12 | EvidenceC | Evaluated |
| Rank08 | ModelAC | Score84.50% | Percentile36.36% | Participants12 | EvidenceC | Evaluated |
| Rank09 | ModelAC | Score83.10% | Percentile27.27% | Participants12 | EvidenceC | Evaluated |
| Rank10 | ModelAC | Score83.00% | Percentile18.18% | Participants12 | EvidenceC | Evaluated |
| Rank11 | ModelAC | Score82.00% | Percentile9.09% | Participants12 | EvidenceC | Evaluated |
| Rank12 | ModelAC | Score80.30% | Percentile0.00% | Participants12 | EvidenceC | Evaluated |
InfoVQAtest Highlights
The leading models and scores on this benchmark.
InfoVQAtest Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for InfoVQAtest
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is InfoVQAtest?
What InfoVQAtest measures and how its scores work.
InfoVQAtest is the InfoVQA test set for multimodal evaluation using infographic images.
It reports a Score metric as a ratio for performance on the test set.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- InfoVQAtest
- 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 InfoVQAtest.
Which model scores highest on InfoVQAtest?
Kimi K2.5 is currently ranked first with 92.60%.
What are the top three models on InfoVQAtest?
The current leaders are Kimi K2.5 (92.60%), Qwen3 VL 235B A22B Thinking (89.50%), and Qwen3 VL 235B A22B Instruct (89.20%).
Which InfoVQAtest model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among InfoVQAtest results?
The fastest matched records are Qwen3 VL 4B Thinking (8.77 tok/s via DeepInfra).
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.