Anthropic Claude 4.0 Sonnet vs Anthropic Claude 3.7 Sonnet

Detailed comparison for LLMs

AnthropicAnthropic

On Guardion's LLM vulnerability Benchmark, Anthropic Claude 4.0 Sonnet is the more secure of the two: Claude 4.0 Sonnet scores 13.6% and Claude 3.7 Sonnet scores 20.3% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Claude 4.0 Sonnet is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Anthropic Claude 4.0 Sonnet vs Anthropic Claude 3.7 Sonnet. Green marks the safer model on each metric.

Overall (ASR)

Claude 4.0 Sonnet
13.6%
Claude 3.7 Sonnet
20.3%

TAP Attack Method (ASR)

Claude 4.0 Sonnet
22.0%
Claude 3.7 Sonnet
31.4%

Crescendo Attack Method (ASR)

Claude 4.0 Sonnet
14.8%
Claude 3.7 Sonnet
25.3%

Zero-Shot (ASR)

Claude 4.0 Sonnet
4.1%
Claude 3.7 Sonnet

Key Highlights

  • Anthropic Claude 4.0 Sonnet has a lower Overall (ASR).
  • Anthropic Claude 4.0 Sonnet has a lower TAP Attack Method (ASR).
  • Anthropic Claude 4.0 Sonnet has a lower Crescendo Attack Method (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Claude 4.0 Sonnet
Claude 3.7 Sonnet
Full security profile
Anthropic Claude 4.0 Sonnet
Full security profile
Anthropic Claude 3.7 Sonnet

Frequently asked questions

Is Anthropic Claude 4.0 Sonnet or Anthropic Claude 3.7 Sonnet more secure?

On Guardion's LLM vulnerability Benchmark, Anthropic Claude 4.0 Sonnet is the more secure of the two: Claude 4.0 Sonnet scores 13.6% and Claude 3.7 Sonnet scores 20.3% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Claude 4.0 Sonnet vs Claude 3.7 Sonnet?

Claude 4.0 Sonnet has a 13.6% ASR and Claude 3.7 Sonnet has a 20.3% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Claude 4.0 Sonnet and Claude 3.7 Sonnet 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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