DeepSeek DeepSeek R1 Distill Llama 8B vs Deepseek Deepseek V3

Detailed comparison for LLMs

DeepSeekDeepseek

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: DeepSeek R1 Distill Llama 8B scores 48.0% and Deepseek V3 scores 47.2% 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 V3 is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for DeepSeek DeepSeek R1 Distill Llama 8B vs Deepseek Deepseek V3. 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%
Deepseek V3
47.2%

TAP Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Deepseek V3
79.5%

Crescendo Attack Method (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Deepseek V3
49.3%

Zero-Shot (ASR)

DeepSeek R1 Distill Llama 8B
100.0%
Deepseek V3
12.8%

Key Highlights

  • Deepseek Deepseek V3 has a lower Overall (ASR).
  • Deepseek Deepseek V3 has a lower TAP Attack Method (ASR).
  • Deepseek Deepseek V3 has a lower Crescendo Attack Method (ASR).
  • Deepseek Deepseek V3 has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
DeepSeek R1 Distill Llama 8B
Deepseek V3
Full security profile
DeepSeek DeepSeek R1 Distill Llama 8B
Full security profile
Deepseek Deepseek V3

Frequently asked questions

Is DeepSeek DeepSeek R1 Distill Llama 8B or Deepseek Deepseek V3 more secure?

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: DeepSeek R1 Distill Llama 8B scores 48.0% and Deepseek V3 scores 47.2% 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 Deepseek V3?

DeepSeek R1 Distill Llama 8B has a 48.0% ASR and Deepseek V3 has a 47.2% 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 Deepseek V3 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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