Alibaba
Rank #33 of 93
Est.

Alibaba Qwen3-235B-A22B-Thinking: LLM Security & Jailbreak Resistance

As of 2026-07-04, Alibaba Qwen3-235B-A22B-Thinking has an attack success rate (ASR) of 30.0% on Guardion's LLM Vulnerability benchmark — ranking #33 of 93 models. It is moderately resistant — a meaningful share of adversarial prompts succeed.

Overall ASR
30.0%
lower is safer
Robustness
70%
100 − ASR
Rank
#33
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 Qwen3-235B-A22B-Thinking compares

Alibaba Qwen 2.5 72B
Rank #28 · ASR 26.3%
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Alibaba Qwen3-Max
Rank #31 · ASR 28.0% (est.)
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Alibaba Qwen3 VL 235B A22B Thinking
Rank #44 · ASR 34.0% (est.)
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Alibaba Qwen 7-72BB
Rank #47 · ASR 36.5%
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Alibaba Qwen3-Next-80B-A3B-Instruct
Rank #49 · ASR 37.0% (est.)
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Alibaba Qwen3 VL 32B Thinking
Rank #51 · ASR 38.0% (est.)
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Frequently asked questions

How secure is Alibaba Qwen3-235B-A22B-Thinking against jailbreaks?

Alibaba Qwen3-235B-A22B-Thinking is moderately resistant — a meaningful share of adversarial prompts succeed. On Guardion's LLM Vulnerability benchmark it records a 30.0% attack success rate (70% robustness), ranking #33 of 93 models (estimated from public safety evaluations).

What is Qwen3-235B-A22B-Thinking's attack success rate (ASR)?

Qwen3-235B-A22B-Thinking's overall ASR is 30.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.

Is Qwen3-235B-A22B-Thinking more secure than Qwen 2.5 72B?

Qwen 2.5 72B is more robust: 26.3% ASR vs Qwen3-235B-A22B-Thinking's 30.0%. See the full head-to-head comparison for the per-attack breakdown.

How can I make Qwen3-235B-A22B-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 Qwen3-235B-A22B-Thinking.

Harden Qwen3-235B-A22B-Thinking 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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