Evaluating the quality of textual data analysis often hinges on quantifying its exactness. Precision, in this context, indicates the extent to which the output faithfully reflects the actual content of the text. Ensuring high precision is fundamental for producing valid insights from textual data, as errors can materially influence the soundness of