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V*

Progress Over Time

Interactive timeline showing model performance evolution on V*

State-of-the-art frontier
Open
Proprietary

V* Leaderboard

7 models
ContextCostLicense
1
Moonshot AI
Moonshot AI
1.0T262K$0.75 / $3.50
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
1.0M$0.50 / $3.00
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.60 / $3.60
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
5
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
6
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
7
Zhipu AI
Zhipu AI
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About this benchmark

What is V*?

A visual reasoning benchmark evaluating multimodal inference under challenging spatial and grounded tasks.

V* is a multimodal benchmark evaluating models on multimodal, reasoning, and vision tasks. LLM Stats tracks 7 models on this benchmark, scored on a 0–1 scale. The current average is 0.9, 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

Kimi K2.6 from Moonshot AI currently leads the V* leaderboard with a score of 0.969 across 7 evaluated AI models.

1Kimi K2.6Moonshot AI96.9%
1Qwen3.6 PlusAlibaba Cloud / Qwen Team96.9%
3Qwen3.6-27BAlibaba Cloud / Qwen Team94.7%

FAQ

Common questions about the V* benchmark and leaderboard.

What is the V* benchmark?

A visual reasoning benchmark evaluating multimodal inference under challenging spatial and grounded tasks.

What is the V* leaderboard?

The V* leaderboard ranks 7 AI models based on their performance on this benchmark. Currently, Kimi K2.6 by Moonshot AI leads with a score of 0.969. The average score across all models is 0.939.

What is the highest V* score?

The highest V* score is 0.969, achieved by Kimi K2.6 from Moonshot AI.

How many models are evaluated on V*?

7 models have been evaluated on the V* benchmark, with 0 verified results and 7 self-reported results.

What categories does V* cover?

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

What is the best open-source model on V*?

Kimi K2.6 by Moonshot AI is the top-ranked open-source model on V*, with a score of 0.969 (rank #1).

Which model offers the best value on V*?

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 0.937.

How recent are the V* leaderboard results?

The V* leaderboard was last updated in August 2026 and currently includes 7 evaluated models.