Evaluating the quality of textual data analysis often hinges on quantifying its precision. Precision, in this context, highlights the extent to which the output faithfully reflects the true content of the text. Ensuring high precision is fundamental for generating reliable insights from textual data, as inaccuracies can substantially influence the