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

Detailed comparison for LLMs

DeepSeekAlibaba

DeepSeek DeepSeek R1 Distill Llama 8B and Alibaba Qwen3 VL 8B Instruct 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 DeepSeek R1 Distill Llama 8B and Qwen3 VL 8B Instruct!

Attack Success Rate (lower is safer)

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

Overall (ASR)

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

TAP Attack Method (ASR)

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

Crescendo Attack Method (ASR)

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

Zero-Shot (ASR)

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

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

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

Frequently asked questions

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

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

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

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