Novel study: Emergence of Phonemic, Syntactic, and Semantic Representations in Neural Networks. Joint work with P. Diego supervision: Y. Lakretz, E. Chemla, Y. Boubenec, @jeanremiking.bsky.social We explore the emergence of 3 linguistic structures in Neural Networks. Arxiv: arxiv.org/abs/2601.18617