DeepSeek DeepSeek-V3.2-Speciale vs Zhipu AI GLM-4.5-Air
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Zhipu AI GLM-4.5-Air is the more secure of the two: DeepSeek-V3.2-Speciale scores 45.0% and GLM-4.5-Air scores 44.0% 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
GLM-4.5-Air is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for DeepSeek DeepSeek-V3.2-Speciale 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)
TAP Attack Method (ASR)
Crescendo Attack Method (ASR)
Zero-Shot (ASR)
Key Highlights
- Zhipu AI GLM-4.5-Air has a lower Overall (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is DeepSeek DeepSeek-V3.2-Speciale or Zhipu AI GLM-4.5-Air more secure?
On Guardion's LLM vulnerability Benchmark, Zhipu AI GLM-4.5-Air is the more secure of the two: DeepSeek-V3.2-Speciale scores 45.0% and GLM-4.5-Air scores 44.0% 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 DeepSeek-V3.2-Speciale vs GLM-4.5-Air?
DeepSeek-V3.2-Speciale has a 45.0% 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 DeepSeek-V3.2-Speciale 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.