Alibaba Qwen QwQ 32B vs Meta Llama 3H 405B

Detailed comparison for LLMs

AlibabaMeta

On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Llama 3H 405B scores 36.6% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Llama 3H 405B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen QwQ 32B vs Meta Llama 3H 405B. Green marks the safer model on each metric.

Overall (ASR)

Qwen QwQ 32B
40.0%
Llama 3H 405B
36.6%

TAP Attack Method (ASR)

Qwen QwQ 32B
73.9%
Llama 3H 405B

Crescendo Attack Method (ASR)

Qwen QwQ 32B
40.9%
Llama 3H 405B

Zero-Shot (ASR)

Qwen QwQ 32B
5.3%
Llama 3H 405B
12.9%

Key Highlights

  • Meta Llama 3H 405B has a lower Overall (ASR).
  • Alibaba Qwen QwQ 32B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen QwQ 32B
Llama 3H 405B
Full security profile
Alibaba Qwen QwQ 32B
Full security profile
Meta Llama 3H 405B

Frequently asked questions

Is Alibaba Qwen QwQ 32B or Meta Llama 3H 405B more secure?

On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Qwen QwQ 32B scores 40.0% and Llama 3H 405B scores 36.6% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Qwen QwQ 32B vs Llama 3H 405B?

Qwen QwQ 32B has a 40.0% ASR and Llama 3H 405B has a 36.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen QwQ 32B and Llama 3H 405B 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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