Google Gemini 2.0 Flash Thinking vs Google Gemini 2.0 Flash

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 Thinking scores 21.5% and Gemini 2.0 Flash scores 33.6% 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

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 Thinking vs Google Gemini 2.0 Flash. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemini 2.0 Flash Thinking
21.5%
Gemini 2.0 Flash
33.6%

TAP Attack Method (ASR)

Gemini 2.0 Flash Thinking
100.0%
Gemini 2.0 Flash
67.6%

Crescendo Attack Method (ASR)

Gemini 2.0 Flash Thinking
100.0%
Gemini 2.0 Flash
30.4%

Zero-Shot (ASR)

Gemini 2.0 Flash Thinking
100.0%
Gemini 2.0 Flash
2.8%

Key Highlights

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

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemini 2.0 Flash Thinking
Gemini 2.0 Flash
Full security profile
Google Gemini 2.0 Flash Thinking
Full security profile
Google Gemini 2.0 Flash

Frequently asked questions

Is Google Gemini 2.0 Flash Thinking or Google Gemini 2.0 Flash 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 Thinking scores 21.5% and Gemini 2.0 Flash scores 33.6% 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 Gemini 2.0 Flash Thinking vs Gemini 2.0 Flash?

Gemini 2.0 Flash Thinking has a 21.5% ASR and Gemini 2.0 Flash has a 33.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Gemini 2.0 Flash Thinking and Gemini 2.0 Flash 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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