Google Gemini 2.0 Flash Lite vs Mistral Ministral 3 8B Reasoning 2512
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemini 2.0 Flash Lite scores 31.3% and Ministral 3 8B Reasoning 2512 scores 42.0% 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 Lite is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Google Gemini 2.0 Flash Lite vs Mistral Ministral 3 8B Reasoning 2512. Green marks the safer model on each metric. Only the overall score is available for estimated models.
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 Google Gemini 2.0 Flash Lite or Mistral Ministral 3 8B Reasoning 2512 more secure?
On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemini 2.0 Flash Lite scores 31.3% and Ministral 3 8B Reasoning 2512 scores 42.0% 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 Lite vs Ministral 3 8B Reasoning 2512?
Gemini 2.0 Flash Lite has a 31.3% ASR and Ministral 3 8B Reasoning 2512 has a 42.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Gemini 2.0 Flash Lite and Ministral 3 8B Reasoning 2512 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.