2 papers
cs.CL2025
Contextual Compression Encoding for Large Language Models: A Novel Framework for Multi-Layered Parameter Space Pruning
Barnaby Schmitt, Alistair Grosvenor, Matthias Cunningham +3
Context-aware compression techniques have gained increasing attention as model sizes continue to grow, introducing computational bottlenecks that hinder efficient deployment. A str…
cs.CL2025
Structured Context Recomposition for Large Language Models Using Probabilistic Layer Realignment
Jonathan Teel, Jocasta Cumberbatch, Raphael Benington +1
Extended sequence generation often leads to degradation in contextual consistency due to the inability of conventional self-attention mechanisms to effectively retain long-range de…