Evaluating the effectiveness of textual data analysis often hinges on quantifying its accuracy. Precision, in this context, highlights the level to which the results precisely reflects the true content of the text. Achieving high precision is crucial for producing valid insights from textual data, as errors can substantially affect the authenticity