Evaluating the effectiveness of textual data analysis often hinges on quantifying its precision. Precision, in this context, highlights the degree to which the output precisely reflects the true content of the text. Ensuring high precision is essential for generating trustworthy insights from textual data, as deviations can significantly impact the