Google Gemma 3n E4B vs Alibaba Qwen2 7B Instruct

Detailed comparison for LLMs

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Google Gemma 3n E4B and Alibaba Qwen2 7B Instruct are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between Gemma 3n E4B and Qwen2 7B Instruct!

Attack Success Rate (lower is safer)

ASR for Google Gemma 3n E4B vs Alibaba Qwen2 7B Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemma 3n E4B
52.0%
Qwen2 7B Instruct
52.0%

TAP Attack Method (ASR)

Gemma 3n E4B
100.0%
Qwen2 7B Instruct
100.0%

Crescendo Attack Method (ASR)

Gemma 3n E4B
100.0%
Qwen2 7B Instruct
100.0%

Zero-Shot (ASR)

Gemma 3n E4B
100.0%
Qwen2 7B Instruct
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemma 3n E4B
Qwen2 7B Instruct
Full security profile
Google Gemma 3n E4B
Full security profile
Alibaba Qwen2 7B Instruct

Frequently asked questions

Is Google Gemma 3n E4B or Alibaba Qwen2 7B Instruct more secure?

Google Gemma 3n E4B and Alibaba Qwen2 7B Instruct are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of Gemma 3n E4B vs Qwen2 7B Instruct?

Gemma 3n E4B has a 52.0% ASR and Qwen2 7B Instruct has a 52.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Gemma 3n E4B and Qwen2 7B Instruct 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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