Alibaba Qwen2 7B Instruct vs DeepSeek DeepSeek VL2

Detailed comparison for LLMs

AlibabaDeepSeek

Alibaba Qwen2 7B Instruct and DeepSeek DeepSeek VL2 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 Qwen2 7B Instruct and DeepSeek VL2!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen2 7B Instruct vs DeepSeek DeepSeek VL2. 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 VL2
52.0%

TAP Attack Method (ASR)

Qwen2 7B Instruct
100.0%
DeepSeek VL2
100.0%

Crescendo Attack Method (ASR)

Qwen2 7B Instruct
100.0%
DeepSeek VL2
100.0%

Zero-Shot (ASR)

Qwen2 7B Instruct
100.0%
DeepSeek VL2
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

Alibaba Qwen2 7B Instruct and DeepSeek DeepSeek VL2 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 Qwen2 7B Instruct vs DeepSeek VL2?

Qwen2 7B Instruct has a 52.0% ASR and DeepSeek VL2 has a 52.0% 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 VL2 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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