Amazon Nova Pro vs Deepseek Deepseek R1

Detailed comparison for LLMs

AmazonDeepseek

On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Nova Pro scores 24.0% and Deepseek R1 scores 42.6% 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

Nova Pro is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Amazon Nova Pro vs Deepseek Deepseek R1. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Nova Pro
24.0%
Deepseek R1
42.6%

TAP Attack Method (ASR)

Nova Pro
100.0%
Deepseek R1
76.9%

Crescendo Attack Method (ASR)

Nova Pro
100.0%
Deepseek R1
34.8%

Zero-Shot (ASR)

Nova Pro
100.0%
Deepseek R1
16.1%

Key Highlights

  • Amazon Nova Pro has a lower Overall (ASR).
  • Deepseek Deepseek R1 has a lower TAP Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Crescendo Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Nova Pro
Deepseek R1
Full security profile
Amazon Nova Pro
Full security profile
Deepseek Deepseek R1

Frequently asked questions

Is Amazon Nova Pro or Deepseek Deepseek R1 more secure?

On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Nova Pro scores 24.0% and Deepseek R1 scores 42.6% 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 Nova Pro vs Deepseek R1?

Nova Pro has a 24.0% ASR and Deepseek R1 has a 42.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Nova Pro and Deepseek R1 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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