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

Detailed comparison for LLMs

AlibabaZhipu AI

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

Attack Success Rate (lower is safer)

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

Overall (ASR)

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

TAP Attack Method (ASR)

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

Crescendo Attack Method (ASR)

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

Zero-Shot (ASR)

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

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

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

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

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