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

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Gemini 2.0 Flash Thinking scores 21.5% 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 Thinking 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 Thinking. 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 Thinking
21.5%

TAP Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Thinking
100.0%

Crescendo Attack Method (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Thinking
100.0%

Zero-Shot (ASR)

Gemma 3n E2B Instructed LiteRT
100.0%
Gemini 2.0 Flash Thinking
100.0%

Key Highlights

  • Google Gemini 2.0 Flash Thinking has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: Gemma 3n E2B Instructed LiteRT scores 55.0% and Gemini 2.0 Flash Thinking scores 21.5% 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 Thinking?

Gemma 3n E2B Instructed LiteRT has a 55.0% ASR and Gemini 2.0 Flash Thinking has a 21.5% 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 Thinking 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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