VisuLogic

Progress Over Time

Interactive timeline showing model performance evolution on VisuLogic

State-of-the-art frontier
Open
Proprietary

VisuLogic Leaderboard

3 models
ContextCostLicense
1
ByteDance
ByteDance
2
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
236B
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About this benchmark

What is VisuLogic?

VisuLogic evaluates logical reasoning capabilities in visual contexts.

VisuLogic is a multimodal benchmark evaluating models on multimodal, reasoning, and vision tasks. LLM Stats tracks 3 models on this benchmark, scored on a 0–100 scale. The current average is 0.5, with the leader at 0.5.

Compare leaders on the best AI for multimodal, best AI for reasoning and best AI for vision leaderboards.

Current leaders

Seed 2.1 Pro from ByteDance currently leads the VisuLogic leaderboard with a score of 0.543 across 3 evaluated AI models.

1Seed 2.1 ProByteDance0.5%
2Seed 2.1 TurboByteDance0.5%
3Qwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team0.3%

FAQ

Common questions about the VisuLogic benchmark and leaderboard.

What is the VisuLogic benchmark?

VisuLogic evaluates logical reasoning capabilities in visual contexts.

What is the VisuLogic leaderboard?

The VisuLogic leaderboard ranks 3 AI models based on their performance on this benchmark. Currently, Seed 2.1 Pro by ByteDance leads with a score of 0.543. The average score across all models is 0.472.

What is the highest VisuLogic score?

The highest VisuLogic score is 0.543, achieved by Seed 2.1 Pro from ByteDance.

How many models are evaluated on VisuLogic?

3 models have been evaluated on the VisuLogic benchmark, with 0 verified results and 3 self-reported results.

What categories does VisuLogic cover?

VisuLogic is categorized under multimodal, reasoning, and vision. The benchmark evaluates multimodal models.

What is the best open-source model on VisuLogic?

Qwen3 VL 235B A22B Thinking by Alibaba Cloud / Qwen Team is the top-ranked open-source model on VisuLogic, with a score of 0.344 (rank #3).

How recent are the VisuLogic leaderboard results?

The VisuLogic leaderboard was last updated in July 2026 and currently includes 3 evaluated models.