DeepSeek DeepSeek VL2 vs Alibaba Qwen2 7B Instruct

Detailed comparison for LLMs

DeepSeekAlibaba

DeepSeek DeepSeek VL2 and Alibaba Qwen2 7B Instruct are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between DeepSeek VL2 and Qwen2 7B Instruct!

Attack Success Rate (lower is safer)

ASR for DeepSeek DeepSeek VL2 vs Alibaba Qwen2 7B Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

DeepSeek VL2
52.0%
Qwen2 7B Instruct
52.0%

TAP Attack Method (ASR)

DeepSeek VL2
100.0%
Qwen2 7B Instruct
100.0%

Crescendo Attack Method (ASR)

DeepSeek VL2
100.0%
Qwen2 7B Instruct
100.0%

Zero-Shot (ASR)

DeepSeek VL2
100.0%
Qwen2 7B Instruct
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
DeepSeek VL2
Qwen2 7B Instruct
Full security profile
DeepSeek DeepSeek VL2
Full security profile
Alibaba Qwen2 7B Instruct

Frequently asked questions

Is DeepSeek DeepSeek VL2 or Alibaba Qwen2 7B Instruct more secure?

DeepSeek DeepSeek VL2 and Alibaba Qwen2 7B Instruct are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of DeepSeek VL2 vs Qwen2 7B Instruct?

DeepSeek VL2 has a 52.0% ASR and Qwen2 7B Instruct has a 52.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were DeepSeek VL2 and Qwen2 7B Instruct 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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