Evaluating the quality of textual data analysis often hinges on quantifying its precision. Precision, in this context, refers to the degree to which the results faithfully reflects the actual content of the text. Ensuring high precision is crucial for creating trustworthy insights from textual data, as inaccuracies can significantly impact the vali