Alibaba Qwen3 VL 235B A22B Thinking vs Meta Llama 3H 405B
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 235B A22B Thinking is the more secure of the two: Qwen3 VL 235B A22B Thinking scores 34.0% and Llama 3H 405B scores 36.6% 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 Thinking is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Alibaba Qwen3 VL 235B A22B Thinking vs Meta Llama 3H 405B. 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 Thinking has a lower Overall (ASR).
- Meta Llama 3H 405B has a lower Zero-Shot (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen3 VL 235B A22B Thinking or Meta Llama 3H 405B more secure?
On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3 VL 235B A22B Thinking is the more secure of the two: Qwen3 VL 235B A22B Thinking scores 34.0% and Llama 3H 405B scores 36.6% 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 Thinking vs Llama 3H 405B?
Qwen3 VL 235B A22B Thinking has a 34.0% ASR and Llama 3H 405B has a 36.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Qwen3 VL 235B A22B Thinking and Llama 3H 405B 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.