Google Gemini 2.0 Flash Lite vs Moonshot AI Kimi K2-Thinking-0905

Detailed comparison for LLMs

GoogleMoonshot AI

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemini 2.0 Flash Lite scores 31.3% and Kimi K2-Thinking-0905 scores 38.0% 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

Gemini 2.0 Flash Lite is the overall winner in this comparison!

Attack Success Rate (lower is safer)

ASR for Google Gemini 2.0 Flash Lite vs Moonshot AI Kimi K2-Thinking-0905. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

Gemini 2.0 Flash Lite
31.3%
Kimi K2-Thinking-0905
38.0%

TAP Attack Method (ASR)

Gemini 2.0 Flash Lite
63.9%
Kimi K2-Thinking-0905
100.0%

Crescendo Attack Method (ASR)

Gemini 2.0 Flash Lite
28.7%
Kimi K2-Thinking-0905
100.0%

Zero-Shot (ASR)

Gemini 2.0 Flash Lite
1.3%
Kimi K2-Thinking-0905
100.0%

Key Highlights

  • Google Gemini 2.0 Flash Lite has a lower Overall (ASR).
  • Google Gemini 2.0 Flash Lite has a lower TAP Attack Method (ASR).
  • Google Gemini 2.0 Flash Lite has a lower Crescendo Attack Method (ASR).
  • Google Gemini 2.0 Flash Lite has a lower Zero-Shot (ASR).

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
Gemini 2.0 Flash Lite
Kimi K2-Thinking-0905
Full security profile
Google Gemini 2.0 Flash Lite
Full security profile
Moonshot AI Kimi K2-Thinking-0905

Frequently asked questions

Is Google Gemini 2.0 Flash Lite or Moonshot AI Kimi K2-Thinking-0905 more secure?

On Guardion's LLM vulnerability Benchmark, Google Gemini 2.0 Flash Lite is the more secure of the two: Gemini 2.0 Flash Lite scores 31.3% and Kimi K2-Thinking-0905 scores 38.0% 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 Gemini 2.0 Flash Lite vs Kimi K2-Thinking-0905?

Gemini 2.0 Flash Lite has a 31.3% ASR and Kimi K2-Thinking-0905 has a 38.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were Gemini 2.0 Flash Lite and Kimi K2-Thinking-0905 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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