Alibaba Qwen3 VL 235B A22B Instruct vs Deepseek Deepseek R1
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 R1 scores 42.6% 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 R1. 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).
- Deepseek Deepseek R1 has a lower TAP Attack Method (ASR).
- Deepseek Deepseek R1 has a lower Crescendo Attack Method (ASR).
- Deepseek Deepseek R1 has a lower Zero-Shot (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen3 VL 235B A22B Instruct or Deepseek Deepseek R1 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 R1 scores 42.6% 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 R1?
Qwen3 VL 235B A22B Instruct has a 40.0% ASR and Deepseek R1 has a 42.6% 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 R1 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.