Evaluating the quality of textual data analysis often hinges on quantifying its exactness. Precision, in this context, refers to the degree to which the results precisely reflects the true content of the text. Achieving high precision is fundamental for generating trustworthy insights from textual data, as deviations can significantly affect the va