Mistral Ministral 3 8B Instruct 2512 vs Alibaba Qwen3 VL 8B Thinking

Detailed comparison for LLMs

MistralAlibaba

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Thinking is the more secure of the two: Ministral 3 8B Instruct 2512 scores 45.0% and Qwen3 VL 8B Thinking scores 44.0% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

Qwen3 VL 8B Thinking is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Mistral Ministral 3 8B Instruct 2512 vs Alibaba Qwen3 VL 8B Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Ministral 3 8B Instruct 2512
45.0%
Qwen3 VL 8B Thinking
44.0%

TAP Attack Method (ASR)

Ministral 3 8B Instruct 2512
100.0%
Qwen3 VL 8B Thinking
100.0%

Crescendo Attack Method (ASR)

Ministral 3 8B Instruct 2512
100.0%
Qwen3 VL 8B Thinking
100.0%

Zero-Shot (ASR)

Ministral 3 8B Instruct 2512
100.0%
Qwen3 VL 8B Thinking
100.0%

Key Highlights

  • Alibaba Qwen3 VL 8B Thinking has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Ministral 3 8B Instruct 2512
Qwen3 VL 8B Thinking
Full security profile
Mistral Ministral 3 8B Instruct 2512
Full security profile
Alibaba Qwen3 VL 8B Thinking

Frequently asked questions

Is Mistral Ministral 3 8B Instruct 2512 or Alibaba Qwen3 VL 8B Thinking more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Thinking is the more secure of the two: Ministral 3 8B Instruct 2512 scores 45.0% and Qwen3 VL 8B Thinking scores 44.0% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of Ministral 3 8B Instruct 2512 vs Qwen3 VL 8B Thinking?

Ministral 3 8B Instruct 2512 has a 45.0% ASR and Qwen3 VL 8B Thinking has a 44.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Ministral 3 8B Instruct 2512 and Qwen3 VL 8B Thinking tested?

Both were red-teamed with the HarmBench framework across zero-shot, TAP (Tree of Attacks with Pruning), and Crescendo multi-turn attacks, scored by Attack Success Rate.

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