Alibaba Qwen QwQ 32B: LLM Security & Jailbreak Resistance
As of 2026-07-04, Alibaba Qwen QwQ 32B has an attack success rate (ASR) of 40.0% on Guardion's LLM Vulnerability benchmark — ranking #59 of 93 models. It is weakly resistant — adversarial prompts succeed often without added guardrails.
Attack Success Rate (ASR) is the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks (HarmBench framework). Lower is safer. "Est." models are calibrated from public safety evaluations pending a Guardion benchmark run.
How Qwen QwQ 32B compares
Frequently asked questions
How secure is Alibaba Qwen QwQ 32B against jailbreaks?
Alibaba Qwen QwQ 32B is weakly resistant — adversarial prompts succeed often without added guardrails. On Guardion's LLM Vulnerability benchmark it records a 40.0% attack success rate (60% robustness), ranking #59 of 93 models.
What is Qwen QwQ 32B's attack success rate (ASR)?
Qwen QwQ 32B's overall ASR is 40.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.
Is Qwen QwQ 32B more secure than Qwen 2.5 72B?
Qwen 2.5 72B is more robust: 26.3% ASR vs Qwen QwQ 32B's 40.0%. See the full head-to-head comparison for the per-attack breakdown.
How can I make Qwen QwQ 32B safer to deploy?
Even robust models are bypassed under sustained attack. An inline runtime guardrail that classifies prompts and responses — like Guardion's prompt-defense models — blocks jailbreaks and prompt injection before they reach Qwen QwQ 32B.
Harden Qwen QwQ 32B in production
Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.
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