Alibaba Qwen2 7B Instruct vs Google Gemini 2.0 Flash Thinking

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Gemini 2.0 Flash Thinking scores 21.5% 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

Gemini 2.0 Flash Thinking is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen2 7B Instruct vs Google Gemini 2.0 Flash Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen2 7B Instruct
52.0%
Gemini 2.0 Flash Thinking
21.5%

TAP Attack Method (ASR)

Qwen2 7B Instruct
100.0%
Gemini 2.0 Flash Thinking
100.0%

Crescendo Attack Method (ASR)

Qwen2 7B Instruct
100.0%
Gemini 2.0 Flash Thinking
100.0%

Zero-Shot (ASR)

Qwen2 7B Instruct
100.0%
Gemini 2.0 Flash Thinking
100.0%

Key Highlights

  • Google Gemini 2.0 Flash Thinking has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen2 7B Instruct
Gemini 2.0 Flash Thinking
Full security profile
Alibaba Qwen2 7B Instruct
Full security profile
Google Gemini 2.0 Flash Thinking

Frequently asked questions

Is Alibaba Qwen2 7B Instruct or Google Gemini 2.0 Flash Thinking more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Thinking is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Gemini 2.0 Flash Thinking scores 21.5% 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 Qwen2 7B Instruct vs Gemini 2.0 Flash Thinking?

Qwen2 7B Instruct has a 52.0% ASR and Gemini 2.0 Flash Thinking has a 21.5% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen2 7B Instruct and Gemini 2.0 Flash 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.

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