Alibaba Qwen QwQ 32B vs Mistral Mistral NeMo Instruct

Detailed comparison for LLMs

AlibabaMistral

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Mistral NeMo Instruct scores 50.0% 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

Qwen QwQ 32B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen QwQ 32B vs Mistral Mistral NeMo Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen QwQ 32B
40.0%
Mistral NeMo Instruct
50.0%

TAP Attack Method (ASR)

Qwen QwQ 32B
73.9%
Mistral NeMo Instruct
100.0%

Crescendo Attack Method (ASR)

Qwen QwQ 32B
40.9%
Mistral NeMo Instruct
100.0%

Zero-Shot (ASR)

Qwen QwQ 32B
5.3%
Mistral NeMo Instruct
100.0%

Key Highlights

  • Alibaba Qwen QwQ 32B has a lower Overall (ASR).
  • Alibaba Qwen QwQ 32B has a lower TAP Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Crescendo Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen QwQ 32B
Mistral NeMo Instruct
Full security profile
Alibaba Qwen QwQ 32B
Full security profile
Mistral Mistral NeMo Instruct

Frequently asked questions

Is Alibaba Qwen QwQ 32B or Mistral Mistral NeMo Instruct more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Mistral NeMo Instruct scores 50.0% 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 Qwen QwQ 32B vs Mistral NeMo Instruct?

Qwen QwQ 32B has a 40.0% ASR and Mistral NeMo Instruct has a 50.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen QwQ 32B and Mistral NeMo 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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