Consistency Lab

Does few-shot prompting make the classifier more consistent? Run the same hard articles under each prompt configuration and compare.

Consistency needs repeats — 1 run measures nothing.

Comparison

Configuration Category guide Few-shot Agreement Accuracy

Per-article results

Each cell shows the label the configuration settled on and how often it agreed with itself across runs. correct · wrong · a striped cell means the configuration disagreed with itself between runs.