Evaluating the quality of textual data analysis often hinges on quantifying its accuracy. Precision, in this context, highlights the degree to which the results accurately reflects the genuine content of the text. Achieving high precision is crucial for generating trustworthy insights from textual data, as deviations can substantially influence the