NVIDIA Llama 3.1 Nemotron Ultra 253B v1 vs Alibaba Qwen3 VL 235B A22B Instruct
Detailed comparison for LLMs
NVIDIA Llama 3.1 Nemotron Ultra 253B v1 and Alibaba Qwen3 VL 235B A22B Instruct 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 Llama 3.1 Nemotron Ultra 253B v1 and Qwen3 VL 235B A22B Instruct!
Attack Success Rate (lower is safer)
ASR for NVIDIA Llama 3.1 Nemotron Ultra 253B v1 vs Alibaba Qwen3 VL 235B A22B Instruct. Green marks the safer model on each metric. Only the overall score is available for estimated models.
Overall (ASR)
TAP Attack Method (ASR)
Crescendo Attack Method (ASR)
Zero-Shot (ASR)
Key Highlights
No specific highlights generated for this comparison.
Security Profile
Outward is better on every axis.
Frequently asked questions
Is NVIDIA Llama 3.1 Nemotron Ultra 253B v1 or Alibaba Qwen3 VL 235B A22B Instruct more secure?
NVIDIA Llama 3.1 Nemotron Ultra 253B v1 and Alibaba Qwen3 VL 235B A22B Instruct 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 Llama 3.1 Nemotron Ultra 253B v1 vs Qwen3 VL 235B A22B Instruct?
Llama 3.1 Nemotron Ultra 253B v1 has a 40.0% ASR and Qwen3 VL 235B A22B Instruct has a 40.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
How were Llama 3.1 Nemotron Ultra 253B v1 and Qwen3 VL 235B A22B 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.