Alibaba Qwen3-235B-A22B-Thinking vs Cohere Command R 7B

Detailed comparison for LLMs

AlibabaCohere

On Guardion's LLM vulnerability Benchmark, Cohere Command R 7B is the more secure of the two: Qwen3-235B-A22B-Thinking scores 30.0% 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

Command R 7B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3-235B-A22B-Thinking vs Cohere Command R 7B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3-235B-A22B-Thinking
30.0%
Command R 7B
25.8%

TAP Attack Method (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Command R 7B
45.9%

Crescendo Attack Method (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Command R 7B
26.2%

Zero-Shot (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Command R 7B

Key Highlights

  • Cohere Command R 7B 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
Qwen3-235B-A22B-Thinking
Command R 7B
Full security profile
Alibaba Qwen3-235B-A22B-Thinking
Full security profile
Cohere Command R 7B

Frequently asked questions

Is Alibaba Qwen3-235B-A22B-Thinking or Cohere Command R 7B more secure?

On Guardion's LLM vulnerability Benchmark, Cohere Command R 7B is the more secure of the two: Qwen3-235B-A22B-Thinking scores 30.0% 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 Qwen3-235B-A22B-Thinking vs Command R 7B?

Qwen3-235B-A22B-Thinking has a 30.0% 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 Qwen3-235B-A22B-Thinking 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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