Google Gemma 3n E4B Instructed vs Deepseek Deepseek V3

Detailed comparison for LLMs

GoogleDeepseek

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: Gemma 3n E4B Instructed scores 49.0% 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 Google Gemma 3n E4B Instructed vs Deepseek Deepseek V3. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemma 3n E4B Instructed
49.0%
Deepseek V3
47.2%

TAP Attack Method (ASR)

Gemma 3n E4B Instructed
100.0%
Deepseek V3
79.5%

Crescendo Attack Method (ASR)

Gemma 3n E4B Instructed
100.0%
Deepseek V3
49.3%

Zero-Shot (ASR)

Gemma 3n E4B Instructed
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
Gemma 3n E4B Instructed
Deepseek V3
Full security profile
Google Gemma 3n E4B Instructed
Full security profile
Deepseek Deepseek V3

Frequently asked questions

Is Google Gemma 3n E4B Instructed or Deepseek Deepseek V3 more secure?

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: Gemma 3n E4B Instructed scores 49.0% 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 Gemma 3n E4B Instructed vs Deepseek V3?

Gemma 3n E4B Instructed has a 49.0% 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 Gemma 3n E4B Instructed 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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