Alibaba Qwen2 7B Instruct vs Google Gemma 3n E4B

Detailed comparison for LLMs

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Alibaba Qwen2 7B Instruct and Google Gemma 3n E4B 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 Qwen2 7B Instruct and Gemma 3n E4B!

Attack Success Rate (lower is safer)

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

Overall (ASR)

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

TAP Attack Method (ASR)

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

Crescendo Attack Method (ASR)

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

Zero-Shot (ASR)

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

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

Alibaba Qwen2 7B Instruct and Google Gemma 3n E4B 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 Qwen2 7B Instruct vs Gemma 3n E4B?

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

How were Qwen2 7B Instruct and Gemma 3n E4B 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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