As of 2026-07-04, DeepSeek DeepSeek-V3.2 Non-thinking has an attack success rate (ASR) of 47.0% on Guardion's LLM Vulnerability benchmark — ranking #79 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.
DeepSeek DeepSeek-V3.2 Non-thinking is weakly resistant — adversarial prompts succeed often without added guardrails. On Guardion's LLM Vulnerability benchmark it records a 47.0% attack success rate (53% robustness), ranking #79 of 93 models (estimated from public safety evaluations).
DeepSeek-V3.2 Non-thinking's overall ASR is 47.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.
DeepSeek-R1-0528 is more robust: 41.0% ASR vs DeepSeek-V3.2 Non-thinking's 47.0%. 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 DeepSeek-V3.2 Non-thinking.
Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.
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