Alibaba Qwen2 7B Instruct vs Deepseek Deepseek V3
Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Deepseek V3 scores 47.2% 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
Deepseek V3 is the overall winner in this comparison!
Attack Success Rate (lower is safer)
ASR for Alibaba Qwen2 7B Instruct vs Deepseek Deepseek V3. 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
- Deepseek Deepseek V3 has a lower Overall (ASR).
- Deepseek Deepseek V3 has a lower TAP Attack Method (ASR).
- Deepseek Deepseek V3 has a lower Crescendo Attack Method (ASR).
- Deepseek Deepseek V3 has a lower Zero-Shot (ASR).
Security Profile
Outward is better on every axis.
Frequently asked questions
Is Alibaba Qwen2 7B Instruct or Deepseek Deepseek V3 more secure?
On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek V3 is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Deepseek V3 scores 47.2% 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 Deepseek V3?
Qwen2 7B Instruct has a 52.0% ASR and Deepseek V3 has a 47.2% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Qwen2 7B Instruct and Deepseek V3 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.