Moonshot AI Kimi K2-Thinking-0905 vs Meta Llama 3H 405B

Detailed comparison for LLMs

Moonshot AIMeta

On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Kimi K2-Thinking-0905 scores 38.0% and Llama 3H 405B scores 36.6% 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

Llama 3H 405B is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Moonshot AI Kimi K2-Thinking-0905 vs Meta Llama 3H 405B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Kimi K2-Thinking-0905
38.0%
Llama 3H 405B
36.6%

TAP Attack Method (ASR)

Kimi K2-Thinking-0905
100.0%
Llama 3H 405B

Crescendo Attack Method (ASR)

Kimi K2-Thinking-0905
100.0%
Llama 3H 405B

Zero-Shot (ASR)

Kimi K2-Thinking-0905
100.0%
Llama 3H 405B
12.9%

Key Highlights

  • Meta Llama 3H 405B has a lower Overall (ASR).
  • Meta Llama 3H 405B has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Kimi K2-Thinking-0905
Llama 3H 405B
Full security profile
Moonshot AI Kimi K2-Thinking-0905
Full security profile
Meta Llama 3H 405B

Frequently asked questions

Is Moonshot AI Kimi K2-Thinking-0905 or Meta Llama 3H 405B more secure?

On Guardion's LLM vulnerability Benchmark, Meta Llama 3H 405B is the more secure of the two: Kimi K2-Thinking-0905 scores 38.0% and Llama 3H 405B scores 36.6% 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 Kimi K2-Thinking-0905 vs Llama 3H 405B?

Kimi K2-Thinking-0905 has a 38.0% ASR and Llama 3H 405B has a 36.6% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Kimi K2-Thinking-0905 and Llama 3H 405B 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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