Evaluating the effectiveness of textual data analysis often hinges on measuring its precision. Precision, in this context, refers to the degree to which the output precisely reflects the true content of the text. Obtaining high precision is essential for producing trustworthy insights from textual data, as inaccuracies can significantly affect the