Evaluating the quality of textual data analysis often hinges on quantifying its accuracy. Precision, in this context, refers to the level to which the results faithfully reflects the genuine content of the text. Obtaining high precision is crucial for producing trustworthy insights from textual data, as deviations can materially affect the validity