Anthropic Claude 3.5 Sonnet v2 vs Meta Llama 3-7 DS

Detailed comparison for LLMs

AnthropicMeta

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 Llama 3-7 DS scores 32.2% 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 Meta Llama 3-7 DS. Green marks the safer model on each metric.

Overall (ASR)

Claude 3.5 Sonnet v2
4.4%
Llama 3-7 DS
32.2%

TAP Attack Method (ASR)

Claude 3.5 Sonnet v2
8.8%
Llama 3-7 DS

Crescendo Attack Method (ASR)

Claude 3.5 Sonnet v2
3.8%
Llama 3-7 DS

Zero-Shot (ASR)

Claude 3.5 Sonnet v2
0.5%
Llama 3-7 DS
10.5%

Key Highlights

  • Anthropic Claude 3.5 Sonnet v2 has a lower Overall (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
Llama 3-7 DS
Full security profile
Anthropic Claude 3.5 Sonnet v2
Full security profile
Meta Llama 3-7 DS

Frequently asked questions

Is Anthropic Claude 3.5 Sonnet v2 or Meta Llama 3-7 DS 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 Llama 3-7 DS scores 32.2% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Claude 3.5 Sonnet v2 vs Llama 3-7 DS?

Claude 3.5 Sonnet v2 has a 4.4% ASR and Llama 3-7 DS has a 32.2% 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 Llama 3-7 DS 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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