Introduction Audio annotation plays a pivotal role in enhancing machine learning algorithms, enabling better comprehension and analysis of sound-based data across various fields such as speech recognition, natural language processing, and acoustic analysis. The process involves meticulously labeling and categorizing audio segments to facilitate machine learning models in deciphering and