import os


def get_audio_structure(audio_dir):
    structure = {}
    for file in sorted(os.listdir(audio_dir)):
        if file.endswith(".mp3"):
            label = os.path.splitext(file)[0].replace("_", " ").title()
            structure[label] = [os.path.join(audio_dir, file)]
    return structure