Google Gemma 3n E2B Instructed LiteRT vs Google Gemini 2.0 Flash Lite

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Gemini 2.0 Flash Lite scores 31.3% 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

Gemini 2.0 Flash Lite is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemma 3n E2B Instructed LiteRT vs Google Gemini 2.0 Flash Lite. 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%
Gemini 2.0 Flash Lite
31.3%

TAP Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Lite
63.9%

Crescendo Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Lite
28.7%

Zero-Shot (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Lite
1.3%

Key Highlights

  • Google Gemini 2.0 Flash Lite has a lower Overall (ASR).
  • Google Gemini 2.0 Flash Lite has a lower TAP Attack Method (ASR).
  • Google Gemini 2.0 Flash Lite has a lower Crescendo Attack Method (ASR).
  • Google Gemini 2.0 Flash Lite has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemma 3n E2B Instructed LiteRT
Gemini 2.0 Flash Lite
Full security profile
Google Gemma 3n E2B Instructed LiteRT
Full security profile
Google Gemini 2.0 Flash Lite

Frequently asked questions

Is Google Gemma 3n E2B Instructed LiteRT or Google Gemini 2.0 Flash Lite more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Gemini 2.0 Flash Lite scores 31.3% 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 Gemini 2.0 Flash Lite?

Gemma 3n E2B Instructed LiteRT has a 55.0% ASR and Gemini 2.0 Flash Lite has a 31.3% 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 Gemini 2.0 Flash Lite 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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