Google Gemma 3n E2B Instructed LiteRT vs Meta Llama 3H 405B

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Llama 3H 405B scores 36.6% 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

Llama 3H 405B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemma 3n E2B Instructed LiteRT vs Meta Llama 3H 405B. 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%
Llama 3H 405B
36.6%

TAP Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Llama 3H 405B

Crescendo Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Llama 3H 405B

Zero-Shot (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Llama 3H 405B
12.9%

Key Highlights

  • Meta Llama 3H 405B has a lower Overall (ASR).
  • Meta Llama 3H 405B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemma 3n E2B Instructed LiteRT
Llama 3H 405B
Full security profile
Google Gemma 3n E2B Instructed LiteRT
Full security profile
Meta Llama 3H 405B

Frequently asked questions

Is Google Gemma 3n E2B Instructed LiteRT or Meta Llama 3H 405B more secure?

On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Llama 3H 405B scores 36.6% 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 Llama 3H 405B?

Gemma 3n E2B Instructed LiteRT has a 55.0% ASR and Llama 3H 405B has a 36.6% 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 Llama 3H 405B 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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