Alibaba Qwen3 VL 32B Thinking vs Alibaba Qwen3-Next-80B-A3B-Instruct

Detailed comparison for LLMs

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On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3-Next-80B-A3B-Instruct is the more secure of the two: Qwen3 VL 32B Thinking scores 38.0% and Qwen3-Next-80B-A3B-Instruct scores 37.0% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

Qwen3-Next-80B-A3B-Instruct is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Alibaba Qwen3 VL 32B Thinking vs Alibaba Qwen3-Next-80B-A3B-Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Qwen3 VL 32B Thinking
38.0%
Qwen3-Next-80B-A3B-Instruct
37.0%

TAP Attack Method (ASR)

Qwen3 VL 32B Thinking
100.0%
Qwen3-Next-80B-A3B-Instruct
100.0%

Crescendo Attack Method (ASR)

Qwen3 VL 32B Thinking
100.0%
Qwen3-Next-80B-A3B-Instruct
100.0%

Zero-Shot (ASR)

Qwen3 VL 32B Thinking
100.0%
Qwen3-Next-80B-A3B-Instruct
100.0%

Key Highlights

  • Alibaba Qwen3-Next-80B-A3B-Instruct has a lower Overall (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Qwen3 VL 32B Thinking
Qwen3-Next-80B-A3B-Instruct
Full security profile
Alibaba Qwen3 VL 32B Thinking
Full security profile
Alibaba Qwen3-Next-80B-A3B-Instruct

Frequently asked questions

Is Alibaba Qwen3 VL 32B Thinking or Alibaba Qwen3-Next-80B-A3B-Instruct more secure?

On Guardion's LLM vulnerability Benchmark, Alibaba Qwen3-Next-80B-A3B-Instruct is the more secure of the two: Qwen3 VL 32B Thinking scores 38.0% and Qwen3-Next-80B-A3B-Instruct scores 37.0% on attack success rate (ASR) (lower is better). 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 32B Thinking vs Qwen3-Next-80B-A3B-Instruct?

Qwen3 VL 32B Thinking has a 38.0% ASR and Qwen3-Next-80B-A3B-Instruct has a 37.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Qwen3 VL 32B Thinking and Qwen3-Next-80B-A3B-Instruct 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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