Classification

2 articles

Logistic regression beats LLM readouts on survey prediction

On a real survey prediction task, a plain logistic regression beat a language-model activation pipeline, AUC 0.769 vs 0.747; steering changed nothing useful.

Jun 2026 · Methodology

How to Build a Classifier When 94% Accuracy Means Nothing

A scikit-learn workflow for imbalanced classification, where 94% accuracy can mean nothing, and the evaluation metrics that actually matter for rare classes.

Feb 2026 · Methodology