Alibaba Qwen3 VL 8B Instruct vs DeepSeek DeepSeek R1 Distill Llama 8B

Detailed comparison for LLMs

AlibabaDeepSeek

Alibaba Qwen3 VL 8B Instruct and DeepSeek DeepSeek R1 Distill Llama 8B are evenly matched at about 48.0% 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 Qwen3 VL 8B Instruct and DeepSeek R1 Distill Llama 8B!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3 VL 8B Instruct vs DeepSeek DeepSeek R1 Distill Llama 8B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3 VL 8B Instruct
48.0%
DeepSeek R1 Distill Llama 8B
48.0%

TAP Attack Method (ASR)

Qwen3 VL 8B Instruct
100.0%
DeepSeek R1 Distill Llama 8B
100.0%

Crescendo Attack Method (ASR)

Qwen3 VL 8B Instruct
100.0%
DeepSeek R1 Distill Llama 8B
100.0%

Zero-Shot (ASR)

Qwen3 VL 8B Instruct
100.0%
DeepSeek R1 Distill Llama 8B
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen3 VL 8B Instruct
DeepSeek R1 Distill Llama 8B
Full security profile
Alibaba Qwen3 VL 8B Instruct
Full security profile
DeepSeek DeepSeek R1 Distill Llama 8B

Frequently asked questions

Is Alibaba Qwen3 VL 8B Instruct or DeepSeek DeepSeek R1 Distill Llama 8B more secure?

Alibaba Qwen3 VL 8B Instruct and DeepSeek DeepSeek R1 Distill Llama 8B are evenly matched at about 48.0% 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 Qwen3 VL 8B Instruct vs DeepSeek R1 Distill Llama 8B?

Qwen3 VL 8B Instruct has a 48.0% ASR and DeepSeek R1 Distill Llama 8B has a 48.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen3 VL 8B Instruct and DeepSeek R1 Distill Llama 8B 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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