Evaluating the effectiveness of textual data analysis often hinges on measuring its accuracy. Precision, in this context, highlights the degree to which the output precisely reflects the actual content of the text. Achieving high precision is crucial for producing valid insights from textual data, as deviations can materially influence the validity