Alibaba Qwen QwQ 32B vs Deepseek Deepseek R1

Detailed comparison for LLMs

AlibabaDeepseek

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Deepseek R1 scores 42.6% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Qwen QwQ 32B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen QwQ 32B vs Deepseek Deepseek R1. Green marks the safer model on each metric.

Overall (ASR)

Qwen QwQ 32B
40.0%
Deepseek R1
42.6%

TAP Attack Method (ASR)

Qwen QwQ 32B
73.9%
Deepseek R1
76.9%

Crescendo Attack Method (ASR)

Qwen QwQ 32B
40.9%
Deepseek R1
34.8%

Zero-Shot (ASR)

Qwen QwQ 32B
5.3%
Deepseek R1
16.1%

Key Highlights

  • Alibaba Qwen QwQ 32B has a lower Overall (ASR).
  • Alibaba Qwen QwQ 32B has a lower TAP Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Crescendo Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen QwQ 32B
Deepseek R1
Full security profile
Alibaba Qwen QwQ 32B
Full security profile
Deepseek Deepseek R1

Frequently asked questions

Is Alibaba Qwen QwQ 32B or Deepseek Deepseek R1 more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Deepseek R1 scores 42.6% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Qwen QwQ 32B vs Deepseek R1?

Qwen QwQ 32B has a 40.0% 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 Qwen QwQ 32B 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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