2 papers
cs.CL2025
Contextual Subspace Manifold Projection for Structural Refinement of Large Language Model Representations
Alistair Wren, Beatrice Loxley, Hamish Cadwallader +3
Internal representations within deep neural architectures encode high-dimensional abstractions of linguistic structures, yet they often exhibit inefficiencies in feature distributi…
cs.CL2025
Contextually Structured Token Dependency Encoding for Large Language Models
James Blades, Frederick Somerfield, William Langley +2
Token representation strategies within large-scale neural architectures often rely on contextually refined embeddings, yet conventional approaches seldom encode structured relation…