Alibaba Qwen3 VL 235B A22B Instruct vs MiniMax MiniMax M2

Detailed comparison for LLMs

AlibabaMiniMax

Alibaba Qwen3 VL 235B A22B Instruct and MiniMax MiniMax M2 are evenly matched at about 40.0% 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 VL 235B A22B Instruct and MiniMax M2!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3 VL 235B A22B Instruct vs MiniMax MiniMax M2. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3 VL 235B A22B Instruct
40.0%
MiniMax M2
40.0%

TAP Attack Method (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
MiniMax M2
100.0%

Crescendo Attack Method (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
MiniMax M2
100.0%

Zero-Shot (ASR)

Qwen3 VL 235B A22B Instruct
100.0%
MiniMax M2
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen3 VL 235B A22B Instruct
MiniMax M2
Full security profile
Alibaba Qwen3 VL 235B A22B Instruct
Full security profile
MiniMax MiniMax M2

Frequently asked questions

Is Alibaba Qwen3 VL 235B A22B Instruct or MiniMax MiniMax M2 more secure?

Alibaba Qwen3 VL 235B A22B Instruct and MiniMax MiniMax M2 are evenly matched at about 40.0% 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 VL 235B A22B Instruct vs MiniMax M2?

Qwen3 VL 235B A22B Instruct has a 40.0% ASR and MiniMax M2 has a 40.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen3 VL 235B A22B Instruct and MiniMax M2 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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