Google Gemini 2.0 Flash Lite 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: Gemini 2.0 Flash Lite scores 31.3% 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 Gemini 2.0 Flash Lite 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)

Gemini 2.0 Flash Lite
31.3%
Gemini 2.0 Flash Thinking
21.5%

TAP Attack Method (ASR)

Gemini 2.0 Flash Lite
63.9%
Gemini 2.0 Flash Thinking
100.0%

Crescendo Attack Method (ASR)

Gemini 2.0 Flash Lite
28.7%
Gemini 2.0 Flash Thinking
100.0%

Zero-Shot (ASR)

Gemini 2.0 Flash Lite
1.3%
Gemini 2.0 Flash Thinking
100.0%

Key Highlights

  • Google Gemini 2.0 Flash Thinking 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
Gemini 2.0 Flash Lite
Gemini 2.0 Flash Thinking
Full security profile
Google Gemini 2.0 Flash Lite
Full security profile
Google Gemini 2.0 Flash Thinking

Frequently asked questions

Is Google Gemini 2.0 Flash Lite 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: Gemini 2.0 Flash Lite scores 31.3% 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 Gemini 2.0 Flash Lite vs Gemini 2.0 Flash Thinking?

Gemini 2.0 Flash Lite has a 31.3% 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 Gemini 2.0 Flash Lite 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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