Notes on annotation, evaluation, and meaning modelling.

Annotation • Feb 10, 2026

Placeholder title: Designing evaluation criteria that models can follow

A short piece on how tag definitions, edge cases, and QA checks reduce ambiguity and improve dataset reliability.

Meaning • Feb 10, 2026

Placeholder title: Meaning modelling for interpretable outputs

How semantic categories and controlled vocabularies support explainability without flattening nuance.

Pipeline • Feb 10, 2026

Placeholder title: From qualitative data to language tools

A compact case-based note on converting research insights into taxonomies, tags, and early prototypes.