Mistral Ministral 3 3B Base 2512 vs Alibaba Qwen2 7B Instruct

Detailed comparison for LLMs

MistralAlibaba

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen2 7B Instruct is the more secure of the two: Ministral 3 3B Base 2512 scores 62.0% and Qwen2 7B Instruct scores 52.0% 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

Qwen2 7B Instruct is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Mistral Ministral 3 3B Base 2512 vs Alibaba Qwen2 7B Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Ministral 3 3B Base 2512
62.0%
Qwen2 7B Instruct
52.0%

TAP Attack Method (ASR)

Ministral 3 3B Base 2512
100.0%
Qwen2 7B Instruct
100.0%

Crescendo Attack Method (ASR)

Ministral 3 3B Base 2512
100.0%
Qwen2 7B Instruct
100.0%

Zero-Shot (ASR)

Ministral 3 3B Base 2512
100.0%
Qwen2 7B Instruct
100.0%

Key Highlights

  • Alibaba Qwen2 7B Instruct has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Ministral 3 3B Base 2512
Qwen2 7B Instruct
Full security profile
Mistral Ministral 3 3B Base 2512
Full security profile
Alibaba Qwen2 7B Instruct

Frequently asked questions

Is Mistral Ministral 3 3B Base 2512 or Alibaba Qwen2 7B Instruct more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen2 7B Instruct is the more secure of the two: Ministral 3 3B Base 2512 scores 62.0% and Qwen2 7B Instruct scores 52.0% 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 3B Base 2512 vs Qwen2 7B Instruct?

Ministral 3 3B Base 2512 has a 62.0% ASR and Qwen2 7B Instruct has a 52.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Ministral 3 3B Base 2512 and Qwen2 7B Instruct 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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