Alibaba Qwen3 VL 235B A22B Instruct vs Zhipu AI GLM-4.5

Detailed comparison for LLMs

AlibabaZhipu AI

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 235B A22B Instruct is the more secure of the two: Qwen3 VL 235B A22B Instruct scores 40.0% and GLM-4.5 scores 41.0% 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

Qwen3 VL 235B A22B Instruct is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3 VL 235B A22B Instruct vs Zhipu AI GLM-4.5. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3 VL 235B A22B Instruct
40.0%
GLM-4.5
41.0%

TAP Attack Method (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
GLM-4.5
100.0%

Crescendo Attack Method (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
GLM-4.5
100.0%

Zero-Shot (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
GLM-4.5
100.0%

Key Highlights

  • Alibaba Qwen3 VL 235B A22B Instruct has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen3 VL 235B A22B Instruct
GLM-4.5
Full security profile
Alibaba Qwen3 VL 235B A22B Instruct
Full security profile
Zhipu AI GLM-4.5

Frequently asked questions

Is Alibaba Qwen3 VL 235B A22B Instruct or Zhipu AI GLM-4.5 more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 235B A22B Instruct is the more secure of the two: Qwen3 VL 235B A22B Instruct scores 40.0% and GLM-4.5 scores 41.0% 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 Qwen3 VL 235B A22B Instruct vs GLM-4.5?

Qwen3 VL 235B A22B Instruct has a 40.0% ASR and GLM-4.5 has a 41.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen3 VL 235B A22B Instruct and GLM-4.5 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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