Computational linguistics & semantic representation
How natural language moves toward semantic representations and computational structures that support inference.
Mizan Research & Development
Studies and knowledge papers issued by Mizan’s Research & Development unit. Each publication is presented with a concise description and access to its original file.
The current publications span computational language research and an exploratory study of value creation through inspiration.
How natural language moves toward semantic representations and computational structures that support inference.
Language models and the computational components used to operate them, including GPU, KV Cache, and PagedAttention.
The path from meaning and participation to capability and outcomes that can be measured.
Origins, value logic, operating model, risks, and Mizan’s potential position
Examines inspiration economy as an emerging concept and traces how meaning can move through participation toward capability and measurable outcomes. The study notes that the term is not a unified formal economic classification.
From meaning to an inferable computational structure
An illustrated eight-page introduction to computational linguistics, semantic representation, large language models, computational infrastructure, and practical pathways.