DeepSeek DeepSeek R1 Distill Llama 8B vs Mistral Mistral NeMo Instruct

Detailed comparison for LLMs

DeepSeekMistral

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

DeepSeek R1 Distill Llama 8B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for DeepSeek DeepSeek R1 Distill Llama 8B vs Mistral Mistral NeMo Instruct. 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 NeMo Instruct
50.0%

TAP Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral NeMo Instruct
100.0%

Crescendo Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral NeMo Instruct
100.0%

Zero-Shot (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Mistral NeMo Instruct
100.0%

Key Highlights

  • DeepSeek DeepSeek R1 Distill Llama 8B has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
DeepSeek R1 Distill Llama 8B
Mistral NeMo Instruct
Full security profile
DeepSeek DeepSeek R1 Distill Llama 8B
Full security profile
Mistral Mistral NeMo Instruct

Frequently asked questions

Is DeepSeek DeepSeek R1 Distill Llama 8B or Mistral Mistral NeMo Instruct more secure?

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

DeepSeek R1 Distill Llama 8B has a 48.0% 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 DeepSeek R1 Distill Llama 8B 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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