Evaluating the quality of textual data analysis often hinges on quantifying its accuracy. Precision, in this context, refers to the degree to which the results faithfully reflects the actual content of the text. Achieving high precision is fundamental for generating trustworthy insights from textual data, as inaccuracies can substantially impact th