Table 5 The LLM Policy Instrument Classification Performance.

Policy Instrument Classification
Prompt_Type	Accuracy	Precision	Recall	F1_Score
Zero-Shot	0.938	0.937	0.938	0.938
One-Shot	0.925	0.924	0.925	0.912
Few-Shot	0.925	0.917	0.925	0.917
Instruction + One-Shot	0.944	0.941	0.944	0.940
Instruction + Few-Shot	0.938	0.938	0.938	0.938
Instruction + One-Shot + CoT	0.944	0.941	0.944	0.940
Instruction + Few-Shot + CoT	0.944	0.943	0.944	0.943
Instruction + Few-Shot + CoT + Augmentation	0.956	0.951	0.956	0.950

Note: For policy instrument classification, weighted-averaged metrics were applied.

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