Alibaba Qwen3-Max vs Google Gemma 3n E4B Instructed
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3-Max is the more secure of the two: Qwen3-Max scores 28.0% and Gemma 3n E4B Instructed scores 49.0% 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-Max is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Alibaba Qwen3-Max vs Google Gemma 3n E4B Instructed. 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-Max has a lower Overall (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen3-Max or Google Gemma 3n E4B Instructed more secure?
On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3-Max is the more secure of the two: Qwen3-Max scores 28.0% and Gemma 3n E4B Instructed scores 49.0% 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-Max vs Gemma 3n E4B Instructed?
Qwen3-Max has a 28.0% ASR and Gemma 3n E4B Instructed has a 49.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Qwen3-Max and Gemma 3n E4B Instructed 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.