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ZEROBench

Progress Over Time

Interactive timeline showing model performance evolution on ZEROBench

State-of-the-art frontier
Open
Proprietary

ZEROBench Leaderboard

10 models
ContextCostLicense
1
Moonshot AI
Moonshot AI
2.8T1.0M$3.00 / $15.00
21.0M$0.22 / $0.66
3
4
ByteDance
ByteDance
5
5
Moonshot AI
Moonshot AI
1.0T
7
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
8
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
9
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
10
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
236B
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Sub-benchmarks

About this benchmark

What is ZEROBench?

ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.

ZEROBench is a image benchmark evaluating models on multimodal, reasoning, and vision tasks. LLM Stats tracks 10 models on this benchmark, scored on a 0–100 scale. The current average is 0.2, with the leader at 0.4.

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

Current leaders

Kimi K3 from Moonshot AI currently leads the ZEROBench leaderboard with a score of 0.410 across 10 evaluated AI models.

1Kimi K3Moonshot AI0.4%
3Muse SparkMeta0.3%

FAQ

Common questions about the ZEROBench benchmark and leaderboard.

What is the ZEROBench benchmark?

ZEROBench is a challenging vision benchmark designed to test models on zero-shot visual understanding tasks.

What is the ZEROBench leaderboard?

The ZEROBench leaderboard ranks 10 AI models based on their performance on this benchmark. Currently, Kimi K3 by Moonshot AI leads with a score of 0.410. The average score across all models is 0.180.

What is the highest ZEROBench score?

The highest ZEROBench score is 0.410, achieved by Kimi K3 from Moonshot AI.

How many models are evaluated on ZEROBench?

10 models have been evaluated on the ZEROBench benchmark, with 0 verified results and 10 self-reported results.

What categories does ZEROBench cover?

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

Are there variants of ZEROBench?

Yes. ZEROBench has 1 related variant: ZEROBench-Sub.

What is the best open-source model on ZEROBench?

Kimi K3 by Moonshot AI is the top-ranked open-source model on ZEROBench, with a score of 0.410 (rank #1).

Which model offers the best value on ZEROBench?

Among models scoring within 10% of the leader, Kimi K3 from Moonshot AI is the cheapest, at $3.00 per million input tokens with a score of 0.410.

How recent are the ZEROBench leaderboard results?

The ZEROBench leaderboard was last updated in August 2026 and currently includes 10 evaluated models.