Anthropic Claude 3.5 Sonnet v2 vs Google Gemini 2.0 Flash

Detailed comparison for LLMs

AnthropicGoogle

On Guardion's LLM vulnerability Benchmark, Anthropic Claude 3.5 Sonnet v2 is the more secure of the two: Claude 3.5 Sonnet v2 scores 4.4% and Gemini 2.0 Flash scores 33.6% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Claude 3.5 Sonnet v2 is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Anthropic Claude 3.5 Sonnet v2 vs Google Gemini 2.0 Flash. Green marks the safer model on each metric.

Overall (ASR)

Claude 3.5 Sonnet v2
4.4%
Gemini 2.0 Flash
33.6%

TAP Attack Method (ASR)

Claude 3.5 Sonnet v2
8.8%
Gemini 2.0 Flash
67.6%

Crescendo Attack Method (ASR)

Claude 3.5 Sonnet v2
3.8%
Gemini 2.0 Flash
30.4%

Zero-Shot (ASR)

Claude 3.5 Sonnet v2
0.5%
Gemini 2.0 Flash
2.8%

Key Highlights

  • Anthropic Claude 3.5 Sonnet v2 has a lower Overall (ASR).
  • Anthropic Claude 3.5 Sonnet v2 has a lower TAP Attack Method (ASR).
  • Anthropic Claude 3.5 Sonnet v2 has a lower Crescendo Attack Method (ASR).
  • Anthropic Claude 3.5 Sonnet v2 has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Claude 3.5 Sonnet v2
Gemini 2.0 Flash
Full security profile
Anthropic Claude 3.5 Sonnet v2
Full security profile
Google Gemini 2.0 Flash

Frequently asked questions

Is Anthropic Claude 3.5 Sonnet v2 or Google Gemini 2.0 Flash more secure?

On Guardion's LLM vulnerability Benchmark, Anthropic Claude 3.5 Sonnet v2 is the more secure of the two: Claude 3.5 Sonnet v2 scores 4.4% and Gemini 2.0 Flash scores 33.6% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Claude 3.5 Sonnet v2 vs Gemini 2.0 Flash?

Claude 3.5 Sonnet v2 has a 4.4% 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 Claude 3.5 Sonnet v2 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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