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

Detailed comparison for LLMs

AlibabaMistral

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Thinking is the more secure of the two: Qwen3 VL 8B Thinking scores 44.0% and Ministral 3 8B Instruct 2512 scores 45.0% 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 Alibaba Qwen3 VL 8B Thinking vs Mistral Ministral 3 8B Instruct 2512. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

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

TAP Attack Method (ASR)

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

Crescendo Attack Method (ASR)

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

Zero-Shot (ASR)

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

Key Highlights

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

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Thinking is the more secure of the two: Qwen3 VL 8B Thinking scores 44.0% and Ministral 3 8B Instruct 2512 scores 45.0% 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 Qwen3 VL 8B Thinking vs Ministral 3 8B Instruct 2512?

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

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