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multimodal benchmark

VisuLogic

VisuLogic evaluates logical reasoning capabilities in visual contexts.

Updated Aug 11, 2026

Models3
Model coverage3
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

VisuLogic Ranking

Higher score ranks better on this benchmark.

3 rows
Columns

Show columns

01BYSeed 2.1 ProByteDance0.543 points100.0%3CAug 11, 2026
02BYSeed 2.1 TurboByteDance0.529 points50.0%3CAug 11, 2026
03ACQwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team0.344 points0.0%3CAug 11, 2026

VisuLogic Score Distribution

A closer view of the leading scores on this benchmark.

VisuLogic

VisuLogic Highlights

The leading models and scores on this benchmark.

Rank #1Seed 2.1 Pro0.543 pointsRank #2Seed 2.1 Turbo0.529 pointsRank #3Qwen3 VL 235B A22B Thinking0.344 points

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.