2 papers
cs.CL2025
Statistical Coherence Alignment for Large Language Model Representation Learning Through Tensor Field Convergence
Jonathan Gale, Godfrey Aldington, Harriet Thistlewood +3
Representation learning plays a central role in structuring internal embeddings to capture the statistical properties of language, influencing the coherence and contextual consiste…
cs.CL2025
Structural Embedding Projection for Contextual Large Language Model Inference
Vincent Enoasmo, Cedric Featherstonehaugh, Xavier Konstantinopoulos +1
Structured embedding transformations offer a promising approach for enhancing the efficiency and coherence of language model inference. The introduction of Structural Embedding Pro…