Mistral Mistral Large 3 675B Instruct 2512 NVFP4 vs Alibaba Qwen3 VL 235B A22B Thinking

Detailed comparison for LLMs

MistralAlibaba

Mistral Mistral Large 3 675B Instruct 2512 NVFP4 and Alibaba Qwen3 VL 235B A22B Thinking are evenly matched at about 34.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between Mistral Large 3 675B Instruct 2512 NVFP4 and Qwen3 VL 235B A22B Thinking!

Attack Success Rate (lower is safer)

ASR for Mistral Mistral Large 3 675B Instruct 2512 NVFP4 vs Alibaba Qwen3 VL 235B A22B Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Mistral Large 3 675B Instruct 2512 NVFP4
34.0%
Qwen3 VL 235B A22B Thinking
34.0%

TAP Attack Method (ASR)

Mistral Large 3 675B Instruct 2512 NVFP4
100.0%
Qwen3 VL 235B A22B Thinking
100.0%

Crescendo Attack Method (ASR)

Mistral Large 3 675B Instruct 2512 NVFP4
100.0%
Qwen3 VL 235B A22B Thinking
100.0%

Zero-Shot (ASR)

Mistral Large 3 675B Instruct 2512 NVFP4
100.0%
Qwen3 VL 235B A22B Thinking
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Mistral Large 3 675B Instruct 2512 NVFP4
Qwen3 VL 235B A22B Thinking
Full security profile
Mistral Mistral Large 3 675B Instruct 2512 NVFP4
Full security profile
Alibaba Qwen3 VL 235B A22B Thinking

Frequently asked questions

Is Mistral Mistral Large 3 675B Instruct 2512 NVFP4 or Alibaba Qwen3 VL 235B A22B Thinking more secure?

Mistral Mistral Large 3 675B Instruct 2512 NVFP4 and Alibaba Qwen3 VL 235B A22B Thinking are evenly matched at about 34.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of Mistral Large 3 675B Instruct 2512 NVFP4 vs Qwen3 VL 235B A22B Thinking?

Mistral Large 3 675B Instruct 2512 NVFP4 has a 34.0% ASR and Qwen3 VL 235B A22B Thinking has a 34.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Mistral Large 3 675B Instruct 2512 NVFP4 and Qwen3 VL 235B A22B 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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