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Explicit Content Detection on ChLGBT Explicit (test)

49AccuracyChatGPT
-1.59611.539524.67537.8105Jun 8, 2026

Evaluation results

MethodLinks
ChatGPTNumber of shots=102026.064947—
ChatGPTNumber of shots=52026.064846—
DeepSeekNumber of shots=102026.064846—
MAAM2026.064846—
ChatGPTNumber of shots=12026.064743—
QwenNumber of shots=102026.064745—
DeepSeekNumber of shots=12026.064643—
DeepSeekNumber of shots=52026.064644—
QwenNumber of shots=52026.064644—
QwenNumber of shots=12026.064440—
ERNIENumber of shots=102026.064140—
ERNIENumber of shots=12026.064036—
ERNIENumber of shots=52026.064039—
LLaMANumber of shots=52026.063836—
LLaMANumber of shots=102026.063838—
LLaMANumber of shots=12026.063636—
MAAMMode=Zero-shot2026.060.48—0.46
ChatGPT-4oMode=Zero-shot2026.060.47—0.42
DeepSeek-V3.2Mode=Zero-shot2026.060.47—0.42
Qwen3-MaxMode=Zero-shot2026.060.45—0.39
ERNIE-5.0Mode=Zero-shot2026.060.4—0.35
LLaMA-3.3Mode=Zero-shot2026.060.35—0.35