Google Gemma 3n E2B Instructed LiteRT vs Mistral Mixtral 8x7B

Detailed comparison for LLMs

GoogleMistral

On Guardion's LLM vulnerability Benchmark, Mistral Mixtral 8x7B is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Mixtral 8x7B scores 38.0% 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

Mixtral 8x7B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemma 3n E2B Instructed LiteRT vs Mistral Mixtral 8x7B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemma 3n E2B Instructed LiteRT
55.0%
Mixtral 8x7B
38.0%

TAP Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Mixtral 8x7B
66.2%

Crescendo Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Mixtral 8x7B
24.3%

Zero-Shot (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Mixtral 8x7B
23.6%

Key Highlights

  • Mistral Mixtral 8x7B has a lower Overall (ASR).
  • Mistral Mixtral 8x7B has a lower TAP Attack Method (ASR).
  • Mistral Mixtral 8x7B has a lower Crescendo Attack Method (ASR).
  • Mistral Mixtral 8x7B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemma 3n E2B Instructed LiteRT
Mixtral 8x7B
Full security profile
Google Gemma 3n E2B Instructed LiteRT
Full security profile
Mistral Mixtral 8x7B

Frequently asked questions

Is Google Gemma 3n E2B Instructed LiteRT or Mistral Mixtral 8x7B more secure?

On Guardion's LLM vulnerability Benchmark, Mistral Mixtral 8x7B is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Mixtral 8x7B scores 38.0% 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 Gemma 3n E2B Instructed LiteRT vs Mixtral 8x7B?

Gemma 3n E2B Instructed LiteRT has a 55.0% ASR and Mixtral 8x7B has a 38.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Gemma 3n E2B Instructed LiteRT and Mixtral 8x7B 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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