multimodal benchmark
VisuLogic
VisuLogic evaluates logical reasoning capabilities in visual contexts.
Updated Aug 7, 2026
Published models3
Registry coverage3
MetricScore
EvidenceB
VisuLogic leaderboard
Sorted by the source-provided rank. Higher score is better according to the registry.
| 1 | BY | 0.543 points | 100.0% | 3 | C | |
| 2 | BY | 0.529 points | 50.0% | 3 | C | |
| 3 | AC | 0.344 points | 0.0% | 3 | C |
Score distribution
Top published rows on the benchmark's original scale.
VisuLogic highlights
The top published results on this benchmark's own scale.
What is VisuLogic?
Definition and scoring fields from the benchmark registry.
VisuLogic evaluates logical reasoning capabilities in visual contexts.
Scores are shown in points. The current registry marks this benchmark as not independently verified with evidence level B.
- Family
- VisuLogic
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- visulogic|llm-stats-current
Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.
FAQ
Common questions about VisuLogic.
Which model scores highest on VisuLogic?
Seed 2.1 Pro is currently ranked first with 0.543 points.
What does VisuLogic measure?
VisuLogic evaluates logical reasoning capabilities in visual contexts.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
3 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.