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ClawEval-MM

Progress Over Time

Interactive timeline showing model performance evolution on ClawEval-MM

State-of-the-art frontier
Open
Proprietary

ClawEval-MM Leaderboard

6 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
125B1.0M$0.15 / $0.47
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
125B——
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.40 / $3.00
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
———
5
ByteDance
ByteDance
———
6———
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About this benchmark

What is ClawEval-MM?

ClawEval-MM is the multimodal variant of ClawEval, evaluating agentic problem solving with visual inputs.

ClawEval-MM is a multimodal benchmark evaluating models on multimodal, agents, and vision tasks. LLM Stats tracks 6 models on this benchmark, scored on a 0–1 scale. The current average is 0.6, with the leader at 0.6.

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

Current leaders

Qwen3.8 Flash from Alibaba Cloud / Qwen Team currently leads the ClawEval-MM leaderboard with a score of 0.604 across 6 evaluated AI models.

1Qwen3.8 FlashAlibaba Cloud / Qwen Team60.4%
1Qwen3.8-Flash-NextAlibaba Cloud / Qwen Team60.4%
3Qwen3.8-27BAlibaba Cloud / Qwen Team56.9%

FAQ

Common questions about the ClawEval-MM benchmark and leaderboard.

What is the ClawEval-MM benchmark?

ClawEval-MM is the multimodal variant of ClawEval, evaluating agentic problem solving with visual inputs.

What is the ClawEval-MM leaderboard?

The ClawEval-MM leaderboard ranks 6 AI models based on their performance on this benchmark. Currently, Qwen3.8 Flash by Alibaba Cloud / Qwen Team leads with a score of 0.604. The average score across all models is 0.551.

What is the highest ClawEval-MM score?

The highest ClawEval-MM score is 0.604, achieved by Qwen3.8 Flash from Alibaba Cloud / Qwen Team.

How many models are evaluated on ClawEval-MM?

6 models have been evaluated on the ClawEval-MM benchmark, with 0 verified results and 6 self-reported results.

What categories does ClawEval-MM cover?

ClawEval-MM is categorized under multimodal, agents, and vision. The benchmark evaluates multimodal models.

What is the best open-source model on ClawEval-MM?

Qwen3.8-27B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on ClawEval-MM, with a score of 0.569 (rank #3).

Which model offers the best value on ClawEval-MM?

Among models scoring within 10% of the leader, Qwen3.8 Flash from Alibaba Cloud / Qwen Team is the cheapest, at $0.15 per million input tokens with a score of 0.604.

How recent are the ClawEval-MM leaderboard results?

The ClawEval-MM leaderboard was last updated in October 2026 and currently includes 6 evaluated models.