Amazon Nova Pro vs Cohere Command R 7B

Detailed comparison for LLMs

AmazonCohere

On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Nova Pro scores 24.0% and Command R 7B scores 25.8% 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 Cohere Command R 7B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Nova Pro
24.0%
Command R 7B
25.8%

TAP Attack Method (ASR)

Nova Pro
100.0%
Command R 7B
45.9%

Crescendo Attack Method (ASR)

Nova Pro
100.0%
Command R 7B
26.2%

Zero-Shot (ASR)

Nova Pro
100.0%
Command R 7B

Key Highlights

  • Amazon Nova Pro has a lower Overall (ASR).
  • Cohere Command R 7B has a lower TAP Attack Method (ASR).
  • Cohere Command R 7B has a lower Crescendo Attack Method (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Nova Pro
Command R 7B
Full security profile
Amazon Nova Pro
Full security profile
Cohere Command R 7B

Frequently asked questions

Is Amazon Nova Pro or Cohere Command R 7B more secure?

On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Nova Pro scores 24.0% and Command R 7B scores 25.8% 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 Command R 7B?

Nova Pro has a 24.0% ASR and Command R 7B has a 25.8% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Nova Pro and Command R 7B 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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