VisFactor

Progress Over Time

Interactive timeline showing model performance evolution on VisFactor

State-of-the-art frontier
Open
Proprietary

VisFactor Leaderboard

3 models
ContextCostLicense
1
ByteDance
ByteDance
2
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
1.0M$0.32 / $1.28
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About this benchmark

What is VisFactor?

VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.

VisFactor is a multimodal benchmark evaluating models on multimodal, reasoning, and vision tasks. LLM Stats tracks 3 models on this benchmark, scored on a 0–1 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 VisFactor leaderboard with a score of 0.514 across 3 evaluated AI models.

1Seed 2.1 ProByteDance51.4%
2Seed 2.1 TurboByteDance43.9%
3Qwen3.7-PlusAlibaba Cloud / Qwen Team42.8%

FAQ

Common questions about the VisFactor benchmark and leaderboard.

What is the VisFactor benchmark?

VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.

What is the VisFactor leaderboard?

The VisFactor leaderboard ranks 3 AI models based on their performance on this benchmark. Currently, Seed 2.1 Pro by ByteDance leads with a score of 0.514. The average score across all models is 0.460.

What is the highest VisFactor score?

The highest VisFactor score is 0.514, achieved by Seed 2.1 Pro from ByteDance.

How many models are evaluated on VisFactor?

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

What categories does VisFactor cover?

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

How recent are the VisFactor leaderboard results?

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