Mistral Mistral NeMo Instruct vs Alibaba Qwen3 VL 8B Instruct

Detailed comparison for LLMs

MistralAlibaba

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Instruct is the more secure of the two: Mistral NeMo Instruct scores 50.0% and Qwen3 VL 8B Instruct scores 48.0% 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 Instruct is the overall winner in this comparison!

Attack Success Rate (lower is safer)

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

Overall (ASR)

Mistral NeMo Instruct
50.0%
Qwen3 VL 8B Instruct
48.0%

TAP Attack Method (ASR)

Mistral NeMo Instruct
100.0%
Qwen3 VL 8B Instruct
100.0%

Crescendo Attack Method (ASR)

Mistral NeMo Instruct
100.0%
Qwen3 VL 8B Instruct
100.0%

Zero-Shot (ASR)

Mistral NeMo Instruct
100.0%
Qwen3 VL 8B Instruct
100.0%

Key Highlights

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

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Mistral NeMo Instruct
Qwen3 VL 8B Instruct
Full security profile
Mistral Mistral NeMo Instruct
Full security profile
Alibaba Qwen3 VL 8B Instruct

Frequently asked questions

Is Mistral Mistral NeMo Instruct or Alibaba Qwen3 VL 8B Instruct more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 8B Instruct is the more secure of the two: Mistral NeMo Instruct scores 50.0% and Qwen3 VL 8B Instruct scores 48.0% 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 Mistral NeMo Instruct vs Qwen3 VL 8B Instruct?

Mistral NeMo Instruct has a 50.0% ASR and Qwen3 VL 8B Instruct has a 48.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Mistral NeMo Instruct and Qwen3 VL 8B 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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