Google Gemini 2.5 Pro vs Google Gemini 2.0 Flash Lite

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Google Gemini 2.5 Pro is the more secure of the two: Gemini 2.5 Pro scores 16.1% and Gemini 2.0 Flash Lite scores 31.3% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Gemini 2.5 Pro is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemini 2.5 Pro vs Google Gemini 2.0 Flash Lite. Green marks the safer model on each metric.

Overall (ASR)

Gemini 2.5 Pro
16.1%
Gemini 2.0 Flash Lite
31.3%

TAP Attack Method (ASR)

Gemini 2.5 Pro
27.5%
Gemini 2.0 Flash Lite
63.9%

Crescendo Attack Method (ASR)

Gemini 2.5 Pro
19.1%
Gemini 2.0 Flash Lite
28.7%

Zero-Shot (ASR)

Gemini 2.5 Pro
1.6%
Gemini 2.0 Flash Lite
1.3%

Key Highlights

  • Google Gemini 2.5 Pro has a lower Overall (ASR).
  • Google Gemini 2.5 Pro has a lower TAP Attack Method (ASR).
  • Google Gemini 2.5 Pro 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 2.5 Pro
Gemini 2.0 Flash Lite
Full security profile
Google Gemini 2.5 Pro
Full security profile
Google Gemini 2.0 Flash Lite

Frequently asked questions

Is Google Gemini 2.5 Pro or Google Gemini 2.0 Flash Lite more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.5 Pro is the more secure of the two: Gemini 2.5 Pro scores 16.1% and Gemini 2.0 Flash Lite scores 31.3% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Gemini 2.5 Pro vs Gemini 2.0 Flash Lite?

Gemini 2.5 Pro has a 16.1% 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 Gemini 2.5 Pro 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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