Alibaba Qwen3 VL 235B A22B Instruct vs Amazon Nova Pro
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Qwen3 VL 235B A22B Instruct scores 40.0% and Nova Pro scores 24.0% 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
Nova Pro is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Alibaba Qwen3 VL 235B A22B Instruct vs Amazon Nova Pro. 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
- Amazon Nova Pro has a lower Overall (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen3 VL 235B A22B Instruct or Amazon Nova Pro more secure?
On Guardion's LLM vulnerability Benchmark, Amazon Nova Pro is the more secure of the two: Qwen3 VL 235B A22B Instruct scores 40.0% and Nova Pro scores 24.0% 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 Nova Pro?
Qwen3 VL 235B A22B Instruct has a 40.0% ASR and Nova Pro has a 24.0% 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 Nova Pro 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.