When Does the Concept of "Dog" Emerge in an Audio LLM?

arXiv:2609.33458v1 Announce Type: new Abstract: Multimodal large language models answer audio questions, but how they represent auditory semantics and use them in decisions remains unclear, limiting our understanding of response formation. We study dog barking