Detailed comparison for LLMs
On Guardion's LLM vulnerability Benchmark, DeepSeek DeepSeek-R1-0528 is the more secure of the two: DeepSeek-R1-0528 scores 41.0% and DeepSeek R1 Distill Llama 8B scores 48.0% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.
DeepSeek-R1-0528 is the overall winner in this comparison!
ASR for DeepSeek DeepSeek-R1-0528 vs DeepSeek DeepSeek R1 Distill Llama 8B. Green marks the safer model on each metric. Only the overall score is available for estimated models.
Outward is better on every axis.
On Guardion's LLM vulnerability Benchmark, DeepSeek DeepSeek-R1-0528 is the more secure of the two: DeepSeek-R1-0528 scores 41.0% and DeepSeek R1 Distill Llama 8B scores 48.0% on attack success rate (ASR) (lower is better). One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.
DeepSeek-R1-0528 has a 41.0% ASR and DeepSeek R1 Distill Llama 8B has a 48.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.
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.