The code used in our experiments is publicly available https://github.com/ceciliabolanos/class-level-concepts , and examples of the audio explanations can be explored https://ceciliabolanos.github.io/class-level-concepts-page/ . The examples include the audio segments explained for each audio, along with the corresponding captions generated by the LALMs, and the class-level concepts derived from these captions.