Contrastive-Difference CKA Reveals Concept-Specific Structural Alignment Across Language Model Architectures

Do different LLM architectures encode high-level concepts in structurally compatible ways? We systematically characterize a geometric-functional universality dissociation: across multiple concept domains and architectural families, moderate geometric convergence coexists with near-perfect functional...