2 papers
cs.CL2025
Contextual Gradient Flow Modeling for Large Language Model Generalization in Multi-Scale Feature Spaces
Daphne Quillington, Kingsley Fairbrother, Xavier Tattershall +1
Optimization methodologies for training large-scale neural architectures often rely on uniform gradient propagation mechanisms that fail to align with hierarchical linguistic struc…
cs.CL2025
Semantic Layered Embedding Diffusion in Large Language Models for Multi-Contextual Consistency
Irin Kabakum, Thomas Montgomery, Daniel Ravenwood +1
The Semantic Layered Embedding Diffusion (SLED) mechanism redefines the representation of hierarchical semantics within transformer-based architectures, enabling enhanced contextua…