Zhipu AI GLM-4.5-Air vs Alibaba Qwen3 VL 8B Thinking

Detailed comparison for LLMs

Zhipu AIAlibaba

Zhipu AI GLM-4.5-Air and Alibaba Qwen3 VL 8B Thinking are evenly matched at about 44.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between GLM-4.5-Air and Qwen3 VL 8B Thinking!

Attack Success Rate (lower is safer)

ASR for Zhipu AI GLM-4.5-Air vs Alibaba Qwen3 VL 8B Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

GLM-4.5-Air
44.0%
Qwen3 VL 8B Thinking
44.0%

TAP Attack Method (ASR)

GLM-4.5-Air
100.0%
Qwen3 VL 8B Thinking
100.0%

Crescendo Attack Method (ASR)

GLM-4.5-Air
100.0%
Qwen3 VL 8B Thinking
100.0%

Zero-Shot (ASR)

GLM-4.5-Air
100.0%
Qwen3 VL 8B Thinking
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
GLM-4.5-Air
Qwen3 VL 8B Thinking
Full security profile
Zhipu AI GLM-4.5-Air
Full security profile
Alibaba Qwen3 VL 8B Thinking

Frequently asked questions

Is Zhipu AI GLM-4.5-Air or Alibaba Qwen3 VL 8B Thinking more secure?

Zhipu AI GLM-4.5-Air and Alibaba Qwen3 VL 8B Thinking are evenly matched at about 44.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. 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-Air vs Qwen3 VL 8B Thinking?

GLM-4.5-Air has a 44.0% ASR and Qwen3 VL 8B Thinking has a 44.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were GLM-4.5-Air and Qwen3 VL 8B Thinking 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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