Alibaba Qwen3-235B-A22B-Thinking vs Microsoft Phi-4

Detailed comparison for LLMs

AlibabaMicrosoft

Alibaba Qwen3-235B-A22B-Thinking and Microsoft Phi-4 are evenly matched at about 30.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between Qwen3-235B-A22B-Thinking and Phi-4!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3-235B-A22B-Thinking vs Microsoft Phi-4. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3-235B-A22B-Thinking
30.0%
Phi-4
30.0%

TAP Attack Method (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Phi-4

Crescendo Attack Method (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Phi-4

Zero-Shot (ASR)

Qwen3-235B-A22B-Thinking
100.0%
Phi-4

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen3-235B-A22B-Thinking
Phi-4
Full security profile
Alibaba Qwen3-235B-A22B-Thinking
Full security profile
Microsoft Phi-4

Frequently asked questions

Is Alibaba Qwen3-235B-A22B-Thinking or Microsoft Phi-4 more secure?

Alibaba Qwen3-235B-A22B-Thinking and Microsoft Phi-4 are evenly matched at about 30.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of Qwen3-235B-A22B-Thinking vs Phi-4?

Qwen3-235B-A22B-Thinking has a 30.0% ASR and Phi-4 has a 30.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen3-235B-A22B-Thinking and Phi-4 tested?

Both were red-teamed with the HarmBench framework across zero-shot, TAP (Tree of Attacks with Pruning), and Crescendo multi-turn attacks, scored by Attack Success Rate.

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