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1-shot Learning on Utility Dataset

49.381-shot AccuracyQwen2.5-7B
38.106441.033243.9646.8868Apr 21, 2026

Evaluation results

MethodLinks
Qwen2.5-7BBase Model=Qwen2.5-7B2026.0449.38
LLaMA3.1-8BBase Model=LLaMA3.1-8B2026.0447.22
HSPDBase Model=Qwen2.5-7B2026.0446.44
HSPDBase Model=LLaMA3.1-8B2026.0444.21
UNIDETOXBase Model=Qwen2.5-7B2026.0443.76
UNIDETOXBase Model=LLaMA3.1-8B2026.0438.54