Alibaba Qwen2 7B Instruct vs Deepseek Deepseek R1

Detailed comparison for LLMs

AlibabaDeepseek

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek R1 is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Deepseek R1 scores 42.6% 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 R1 is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen2 7B Instruct vs Deepseek Deepseek R1. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen2 7B Instruct
52.0%
Deepseek R1
42.6%

TAP Attack Method (ASR)

Qwen2 7B Instruct
100.0%
Deepseek R1
76.9%

Crescendo Attack Method (ASR)

Qwen2 7B Instruct
100.0%
Deepseek R1
34.8%

Zero-Shot (ASR)

Qwen2 7B Instruct
100.0%
Deepseek R1
16.1%

Key Highlights

  • Deepseek Deepseek R1 has a lower Overall (ASR).
  • Deepseek Deepseek R1 has a lower TAP Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Crescendo Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen2 7B Instruct
Deepseek R1
Full security profile
Alibaba Qwen2 7B Instruct
Full security profile
Deepseek Deepseek R1

Frequently asked questions

Is Alibaba Qwen2 7B Instruct or Deepseek Deepseek R1 more secure?

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek R1 is the more secure of the two: Qwen2 7B Instruct scores 52.0% and Deepseek R1 scores 42.6% 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 R1?

Qwen2 7B Instruct has a 52.0% ASR and Deepseek R1 has a 42.6% 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 R1 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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