The Platonic Representation Hypothesis: An Overview. The Platonic Representation Hypothesis suggests that as AI models become more sophisticated and are trained on more diverse data, their ...

Evidence for the Semantic Hub. The study examined whether LMs develop a shared representation space for multilingual text, arithmetic, and structured data.

With that mind, the CSAIL researchers have developed a new framework for understanding how representations form in neural networks. Their Canonical Representation Hypothesis (CRH) posits that ...