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This paper proposes a multi-pass prompt verification method to improve the performance of quantized LLMs (LLaMA-3.1 8B) in qualitative analysis, reducing hallucinations and increasing stability across different quantization levels (8-bit, 4-bit, 3-bit, 2-bit).