Meta Llama 4 Maverick vs Alibaba Qwen3-235B-A22B-Thinking
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Meta Llama 4 Maverick is the more secure of the two: Llama 4 Maverick scores 27.7% and Qwen3-235B-A22B-Thinking scores 30.0% 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
Llama 4 Maverick is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Meta Llama 4 Maverick vs Alibaba Qwen3-235B-A22B-Thinking. 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
- Meta Llama 4 Maverick has a lower Overall (ASR).
- Meta Llama 4 Maverick has a lower TAP Attack Method (ASR).
- Meta Llama 4 Maverick has a lower Crescendo Attack Method (ASR).
- Meta Llama 4 Maverick has a lower Zero-Shot (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Meta Llama 4 Maverick or Alibaba Qwen3-235B-A22B-Thinking more secure?
On Guardion's LLM vulnerability Benchmark, Meta Llama 4 Maverick is the more secure of the two: Llama 4 Maverick scores 27.7% and Qwen3-235B-A22B-Thinking scores 30.0% 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 Llama 4 Maverick vs Qwen3-235B-A22B-Thinking?
Llama 4 Maverick has a 27.7% ASR and Qwen3-235B-A22B-Thinking has a 30.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Llama 4 Maverick and Qwen3-235B-A22B-Thinking 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.