Alibaba Qwen QwQ 32B vs Google Gemini 2.0 Flash Lite
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Qwen QwQ 32B scores 40.0% and Gemini 2.0 Flash Lite scores 31.3% on attack success rate (ASR) (lower is better).
Head-to-Head Overview
Gemini 2.0 Flash Lite is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Alibaba Qwen QwQ 32B vs Google Gemini 2.0 Flash Lite. Green marks the safer model on each metric.
Overall (ASR)
TAP Attack Method (ASR)
Crescendo Attack Method (ASR)
Zero-Shot (ASR)
Key Highlights
- Google Gemini 2.0 Flash Lite has a lower Overall (ASR).
- Google Gemini 2.0 Flash Lite has a lower TAP Attack Method (ASR).
- Google Gemini 2.0 Flash Lite has a lower Crescendo Attack Method (ASR).
- Google Gemini 2.0 Flash Lite has a lower Zero-Shot (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen QwQ 32B or Google Gemini 2.0 Flash Lite more secure?
On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Qwen QwQ 32B scores 40.0% and Gemini 2.0 Flash Lite scores 31.3% on attack success rate (ASR) (lower is better).
What is the attack success rate (ASR) of Qwen QwQ 32B vs Gemini 2.0 Flash Lite?
Qwen QwQ 32B has a 40.0% ASR and Gemini 2.0 Flash Lite has a 31.3% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Qwen QwQ 32B and Gemini 2.0 Flash Lite 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.