DeepSeek DeepSeek R1 Distill Llama 8B vs Mistral Mistral Large 2

Detailed comparison for LLMs

DeepSeekMistral

On Guardion's LLM vulnerability Benchmark, Mistral Mistral Large 2 is the more secure of the two: DeepSeek R1 Distill Llama 8B scores 48.0% and Mistral Large 2 scores 42.0% 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

Mistral Large 2 is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for DeepSeek DeepSeek R1 Distill Llama 8B vs Mistral Mistral Large 2. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

DeepSeek R1 Distill Llama 8B
48.0%
Mistral Large 2
42.0%

TAP Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral Large 2
100.0%

Crescendo Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral Large 2
100.0%

Zero-Shot (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral Large 2
100.0%

Key Highlights

  • Mistral Mistral Large 2 has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
DeepSeek R1 Distill Llama 8B
Mistral Large 2
Full security profile
DeepSeek DeepSeek R1 Distill Llama 8B
Full security profile
Mistral Mistral Large 2

Frequently asked questions

Is DeepSeek DeepSeek R1 Distill Llama 8B or Mistral Mistral Large 2 more secure?

On Guardion's LLM vulnerability Benchmark, Mistral Mistral Large 2 is the more secure of the two: DeepSeek R1 Distill Llama 8B scores 48.0% and Mistral Large 2 scores 42.0% 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 DeepSeek R1 Distill Llama 8B vs Mistral Large 2?

DeepSeek R1 Distill Llama 8B has a 48.0% ASR and Mistral Large 2 has a 42.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were DeepSeek R1 Distill Llama 8B and Mistral Large 2 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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