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Emotional Content Detection on ChLGBT Emotional (test)

52AccuracyMAAM
39.5242.764649.24Jun 8, 2026

Evaluation results

MethodLinks
MAAM2026.065247—
MAAMMode=Zero-shot2026.0652—47
ERNIENumber of shots=102026.065051—
ERNIENumber of shots=52026.064950—
ChatGPTNumber of shots=102026.064748—
ERNIENumber of shots=12026.064748—
ERNIE-5.0Mode=Zero-shot2026.0647—47
ChatGPTNumber of shots=52026.064648—
DeepSeekNumber of shots=52026.064648—
DeepSeekNumber of shots=102026.064646—
DeepSeek-V3.2Mode=Zero-shot2026.0646—46
DeepSeekNumber of shots=12026.064547—
QwenNumber of shots=102026.064545—
ChatGPTNumber of shots=12026.064444—
LLaMANumber of shots=102026.064345—
ChatGPT-4oMode=Zero-shot2026.0642—44
QwenNumber of shots=12026.064141—
QwenNumber of shots=52026.064143—
LLaMANumber of shots=12026.064039—
LLaMANumber of shots=52026.064041—
LLaMA-3.3Mode=Zero-shot2026.0640—40
Qwen3-MaxMode=Zero-shot2026.0640—40