As of 2026-07-04, Alibaba Qwen3 VL 235B A22B Thinking has an attack success rate (ASR) of 34.0% on Guardion's LLM Vulnerability benchmark — ranking #44 of 93 models. It is moderately resistant — a meaningful share of adversarial prompts succeed.
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.
Alibaba Qwen3 VL 235B A22B Thinking is moderately resistant — a meaningful share of adversarial prompts succeed. On Guardion's LLM Vulnerability benchmark it records a 34.0% attack success rate (66% robustness), ranking #44 of 93 models (estimated from public safety evaluations).
Qwen3 VL 235B A22B Thinking's overall ASR is 34.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.
Qwen 2.5 72B is more robust: 26.3% ASR vs Qwen3 VL 235B A22B Thinking's 34.0%. See the full head-to-head comparison for the per-attack breakdown.
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 Qwen3 VL 235B A22B Thinking.
Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.
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