Zhipu AI GLM-4.5 vs Alibaba Qwen QwQ 32B

Detailed comparison for LLMs

Zhipu AIAlibaba

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: GLM-4.5 scores 41.0% and Qwen QwQ 32B scores 40.0% 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

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

Attack Success Rate (lower is safer)

ASR for Zhipu AI GLM-4.5 vs Alibaba Qwen QwQ 32B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

GLM-4.5
41.0%
Qwen QwQ 32B
40.0%

TAP Attack Method (ASR)

GLM-4.5
100.0%
Qwen QwQ 32B
73.9%

Crescendo Attack Method (ASR)

GLM-4.5
100.0%
Qwen QwQ 32B
40.9%

Zero-Shot (ASR)

GLM-4.5
100.0%
Qwen QwQ 32B
5.3%

Key Highlights

  • Alibaba Qwen QwQ 32B has a lower Overall (ASR).
  • Alibaba Qwen QwQ 32B has a lower TAP Attack Method (ASR).
  • Alibaba Qwen QwQ 32B 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
GLM-4.5
Qwen QwQ 32B
Full security profile
Zhipu AI GLM-4.5
Full security profile
Alibaba Qwen QwQ 32B

Frequently asked questions

Is Zhipu AI GLM-4.5 or Alibaba Qwen QwQ 32B more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: GLM-4.5 scores 41.0% and Qwen QwQ 32B scores 40.0% 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 GLM-4.5 vs Qwen QwQ 32B?

GLM-4.5 has a 41.0% ASR and Qwen QwQ 32B has a 40.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were GLM-4.5 and Qwen QwQ 32B 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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