Cohere Command R 7B vs Amazon Nova Pro

Detailed comparison for LLMs

CohereAmazon

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

Overall (ASR)

Command R 7B
25.8%
Nova Pro
24.0%

TAP Attack Method (ASR)

Command R 7B
45.9%
Nova Pro
100.0%

Crescendo Attack Method (ASR)

Command R 7B
26.2%
Nova Pro
100.0%

Zero-Shot (ASR)

Command R 7B
Nova Pro
100.0%

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
Command R 7B
Nova Pro
Full security profile
Cohere Command R 7B
Full security profile
Amazon Nova Pro

Frequently asked questions

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

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

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

How were Command R 7B and Nova Pro 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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