Alibaba Qwen3 VL 235B A22B Instruct vs DeepSeek DeepSeek-V3.2-Speciale
Detailed comparison for LLMs
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 DeepSeek-V3.2-Speciale scores 45.0% 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 DeepSeek DeepSeek-V3.2-Speciale. 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
- Alibaba Qwen3 VL 235B A22B Instruct has a lower Overall (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen3 VL 235B A22B Instruct or DeepSeek DeepSeek-V3.2-Speciale 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 DeepSeek-V3.2-Speciale scores 45.0% 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 DeepSeek-V3.2-Speciale?
Qwen3 VL 235B A22B Instruct has a 40.0% ASR and DeepSeek-V3.2-Speciale has a 45.0% 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 DeepSeek-V3.2-Speciale 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.