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VLMsAreBlind

Progress Over Time

Interactive timeline showing model performance evolution on VLMsAreBlind

State-of-the-art frontier
Open
Proprietary

VLMsAreBlind Leaderboard

4 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.60 / $3.60
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
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About this benchmark

What is VLMsAreBlind?

A vision-language benchmark that probes blind spots and brittle reasoning in multimodal models.

VLMsAreBlind is a multimodal benchmark evaluating models on multimodal, reasoning, and vision tasks. LLM Stats tracks 4 models on this benchmark, scored on a 0–1 scale. The current average is 1.0, with the leader at 1.0.

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

Current leaders

Qwen3.5-35B-A3B from Alibaba Cloud / Qwen Team currently leads the VLMsAreBlind leaderboard with a score of 0.970 across 4 evaluated AI models.

1Qwen3.5-35B-A3BAlibaba Cloud / Qwen Team97.0%
1Qwen3.6-27BAlibaba Cloud / Qwen Team97.0%
3Qwen3.5-27BAlibaba Cloud / Qwen Team96.9%

FAQ

Common questions about the VLMsAreBlind benchmark and leaderboard.

What is the VLMsAreBlind benchmark?

A vision-language benchmark that probes blind spots and brittle reasoning in multimodal models.

What is the VLMsAreBlind leaderboard?

The VLMsAreBlind leaderboard ranks 4 AI models based on their performance on this benchmark. Currently, Qwen3.5-35B-A3B by Alibaba Cloud / Qwen Team leads with a score of 0.970. The average score across all models is 0.969.

What is the highest VLMsAreBlind score?

The highest VLMsAreBlind score is 0.970, achieved by Qwen3.5-35B-A3B from Alibaba Cloud / Qwen Team.

How many models are evaluated on VLMsAreBlind?

4 models have been evaluated on the VLMsAreBlind benchmark, with 0 verified results and 4 self-reported results.

What categories does VLMsAreBlind cover?

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

What is the best open-source model on VLMsAreBlind?

Qwen3.5-35B-A3B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on VLMsAreBlind, with a score of 0.970 (rank #1).

Which model offers the best value on VLMsAreBlind?

Among models scoring within 10% of the leader, Qwen3.5-27B from Alibaba Cloud / Qwen Team is the cheapest, at $0.30 per million input tokens with a score of 0.969.

How recent are the VLMsAreBlind leaderboard results?

The VLMsAreBlind leaderboard was last updated in August 2026 and currently includes 4 evaluated models.
VLMsAreBlind Leaderboard