DALM: A Domain-Algebraic Language Model via Three-Phase Structured Generation

DALM (Domain-Algebraic Language Model) is proposed to address knowledge interference in LLMs by replacing unconstrained generation with structured denoising over a domain lattice. It uses a three-phase generation path (domain, relation, concept uncertainty) under algebraic constraints, requiring a domain lattice, relation typing, and fiber partition to prevent cross-domain contamination.