Google Gemini 2.0 Flash vs Alibaba Qwen3 VL 235B A22B Thinking

Detailed comparison for LLMs

GoogleAlibaba

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash is the more secure of the two: Gemini 2.0 Flash scores 33.6% and Qwen3 VL 235B A22B Thinking scores 34.0% 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

Gemini 2.0 Flash is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemini 2.0 Flash vs Alibaba Qwen3 VL 235B A22B Thinking. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemini 2.0 Flash
33.6%
Qwen3 VL 235B A22B Thinking
34.0%

TAP Attack Method (ASR)

Gemini 2.0 Flash
67.6%
Qwen3 VL 235B A22B Thinking
100.0%

Crescendo Attack Method (ASR)

Gemini 2.0 Flash
30.4%
Qwen3 VL 235B A22B Thinking
100.0%

Zero-Shot (ASR)

Gemini 2.0 Flash
2.8%
Qwen3 VL 235B A22B Thinking
100.0%

Key Highlights

  • Google Gemini 2.0 Flash has a lower Overall (ASR).
  • Google Gemini 2.0 Flash has a lower TAP Attack Method (ASR).
  • Google Gemini 2.0 Flash has a lower Crescendo Attack Method (ASR).
  • Google Gemini 2.0 Flash has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemini 2.0 Flash
Qwen3 VL 235B A22B Thinking
Full security profile
Google Gemini 2.0 Flash
Full security profile
Alibaba Qwen3 VL 235B A22B Thinking

Frequently asked questions

Is Google Gemini 2.0 Flash or Alibaba Qwen3 VL 235B A22B Thinking more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash is the more secure of the two: Gemini 2.0 Flash scores 33.6% and Qwen3 VL 235B A22B Thinking scores 34.0% 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 Gemini 2.0 Flash vs Qwen3 VL 235B A22B Thinking?

Gemini 2.0 Flash has a 33.6% ASR and Qwen3 VL 235B A22B Thinking has a 34.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Gemini 2.0 Flash and Qwen3 VL 235B A22B 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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