multimodal benchmark
VisuLogic Leaderboard
VisuLogic evaluates logical reasoning capabilities in visual contexts.
Updated Aug 17, 2026
Models3
Model coverage3
MetricScore
EvidenceB
VisuLogic Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score0.543 points | Percentile100.0% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score0.529 points | Percentile50.0% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score0.344 points | Percentile0.0% | Participants3 | EvidenceC | Evaluated |
VisuLogic Highlights
The leading models and scores on this benchmark.
VisuLogic Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for VisuLogic
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis visulogic AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01BYSeed 2.1 ProByteDance
- Score
- 0.543 points
Strengths
- Ranks #1 of 3 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures VisuLogic, not total model capability
- 02BYSeed 2.1 TurboByteDance
- Score
- 0.529 points
Strengths
- Ranks #2 of 3 compared models
- 50th percentile on this benchmark
- C evidence result
Considerations
- This result measures VisuLogic, not total model capability
- 03ACQwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team
- Score
- 0.344 points
Strengths
- Ranks #3 of 3 compared models
- 0th percentile on this benchmark
- C evidence result
Considerations
- This result measures VisuLogic, not total model capability
Selection summary
Best AI Models for VisuLogic
Seed 2.1 Pro currently leads VisuLogic with 0.543 points. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is VisuLogic?
What VisuLogic measures and how its scores work.
VisuLogic evaluates logical reasoning capabilities in visual contexts.
Scores are shown in points. This benchmark is not independently verified and has an evidence level of B.
- Family
- VisuLogic
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- visulogic|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
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 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.