Alibaba Qwen QwQ 32B vs Cohere Command A

Detailed comparison for LLMs

AlibabaCohere

On Guardion's LLM vulnerability Benchmark, Cohere Command A is the more secure of the two: Qwen QwQ 32B scores 40.0% and Command A scores 26.0% 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

Command A is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen QwQ 32B vs Cohere Command A. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen QwQ 32B
40.0%
Command A
26.0%

TAP Attack Method (ASR)

Qwen QwQ 32B
73.9%
Command A
61.2%

Crescendo Attack Method (ASR)

Qwen QwQ 32B
40.9%
Command A
50.5%

Zero-Shot (ASR)

Qwen QwQ 32B
5.3%
Command A

Key Highlights

  • Cohere Command A has a lower Overall (ASR).
  • Cohere Command A has a lower TAP Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Crescendo Attack Method (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen QwQ 32B
Command A
Full security profile
Alibaba Qwen QwQ 32B
Full security profile
Cohere Command A

Frequently asked questions

Is Alibaba Qwen QwQ 32B or Cohere Command A more secure?

On Guardion's LLM vulnerability Benchmark, Cohere Command A is the more secure of the two: Qwen QwQ 32B scores 40.0% and Command A scores 26.0% 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 Qwen QwQ 32B vs Command A?

Qwen QwQ 32B has a 40.0% ASR and Command A has a 26.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen QwQ 32B and Command A 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.

Related Comparisons