Alibaba Qwen QwQ 32B vs Google Gemma 3n E2B Instructed LiteRT

Detailed comparison for LLMs

AlibabaGoogle

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Gemma 3n E2B Instructed LiteRT scores 55.0% 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

Qwen QwQ 32B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen QwQ 32B vs Google Gemma 3n E2B Instructed LiteRT. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen QwQ 32B
40.0%
Gemma 3n E2B Instructed LiteRT
55.0%

TAP Attack Method (ASR)

Qwen QwQ 32B
73.9%
Gemma 3n E2B Instructed LiteRT
100.0%

Crescendo Attack Method (ASR)

Qwen QwQ 32B
40.9%
Gemma 3n E2B Instructed LiteRT
100.0%

Zero-Shot (ASR)

Qwen QwQ 32B
5.3%
Gemma 3n E2B Instructed LiteRT
100.0%

Key Highlights

  • Alibaba Qwen QwQ 32B has a lower Overall (ASR).
  • Alibaba Qwen QwQ 32B has a lower TAP Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Crescendo Attack Method (ASR).
  • Alibaba Qwen QwQ 32B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen QwQ 32B
Gemma 3n E2B Instructed LiteRT
Full security profile
Alibaba Qwen QwQ 32B
Full security profile
Google Gemma 3n E2B Instructed LiteRT

Frequently asked questions

Is Alibaba Qwen QwQ 32B or Google Gemma 3n E2B Instructed LiteRT more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen QwQ 32B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Gemma 3n E2B Instructed LiteRT scores 55.0% 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 Qwen QwQ 32B vs Gemma 3n E2B Instructed LiteRT?

Qwen QwQ 32B has a 40.0% ASR and Gemma 3n E2B Instructed LiteRT has a 55.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen QwQ 32B and Gemma 3n E2B Instructed LiteRT 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.

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