DeepSeek
Rank #79 of 93
Est.

DeepSeek DeepSeek-V3.2 Non-thinking: LLM Security & Jailbreak Resistance

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.

Overall ASR
47.0%
lower is safer
Robustness
53%
100 − ASR
Rank
#79
of 93 models
Zero-Shot ASR
100.0%
TAP ASR
100.0%
Tree of Attacks w/ Pruning
Crescendo ASR
100.0%
multi-turn escalation

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 DeepSeek-V3.2 Non-thinking compares

DeepSeek DeepSeek-R1-0528
Rank #61 · ASR 41.0% (est.)
Compare
DeepSeek DeepSeek-V3.2 Thinking
Rank #62 · ASR 42.0% (est.)
Compare
DeepSeek DeepSeek-V3.2-Speciale
Rank #73 · ASR 45.0% (est.)
Compare
DeepSeek DeepSeek-V3.2-Exp
Rank #77 · ASR 46.0% (est.)
Compare
DeepSeek DeepSeek VL2
Rank #87 · ASR 52.0% (est.)
Compare

Frequently asked questions

How secure is DeepSeek DeepSeek-V3.2 Non-thinking against jailbreaks?

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).

What is DeepSeek-V3.2 Non-thinking's attack success rate (ASR)?

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.

Is DeepSeek-V3.2 Non-thinking more secure than DeepSeek-R1-0528?

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.

How can I make DeepSeek-V3.2 Non-thinking 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 DeepSeek-V3.2 Non-thinking.

Harden DeepSeek-V3.2 Non-thinking in production

Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.

Request a demo