Deepseek Deepseek V3 vs Deepseek Deepseek R1

Detailed comparison for LLMs

DeepseekDeepseek

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek R1 is the more secure of the two: Deepseek V3 scores 47.2% and Deepseek R1 scores 42.6% on attack success rate (ASR) (lower is better).

Head-to-Head Overview

Deepseek R1 is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Deepseek Deepseek V3 vs Deepseek Deepseek R1. Green marks the safer model on each metric.

Overall (ASR)

Deepseek V3
47.2%
Deepseek R1
42.6%

TAP Attack Method (ASR)

Deepseek V3
79.5%
Deepseek R1
76.9%

Crescendo Attack Method (ASR)

Deepseek V3
49.3%
Deepseek R1
34.8%

Zero-Shot (ASR)

Deepseek V3
12.8%
Deepseek R1
16.1%

Key Highlights

  • Deepseek Deepseek R1 has a lower Overall (ASR).
  • Deepseek Deepseek R1 has a lower TAP Attack Method (ASR).
  • Deepseek Deepseek R1 has a lower Crescendo Attack Method (ASR).
  • Deepseek Deepseek V3 has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Deepseek V3
Deepseek R1
Full security profile
Deepseek Deepseek V3
Full security profile
Deepseek Deepseek R1

Frequently asked questions

Is Deepseek Deepseek V3 or Deepseek Deepseek R1 more secure?

On Guardion's LLM vulnerability Benchmark, Deepseek Deepseek R1 is the more secure of the two: Deepseek V3 scores 47.2% and Deepseek R1 scores 42.6% on attack success rate (ASR) (lower is better).

What is the attack success rate (ASR) of Deepseek V3 vs Deepseek R1?

Deepseek V3 has a 47.2% ASR and Deepseek R1 has a 42.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Deepseek V3 and Deepseek R1 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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