NLPM Quality Scoring Rubric

100-point quality scale for all NL programming artifacts. Apply penalties deterministically. Use calibration examples to anchor judgment on borderline cases.

Scoring Formula

base_score = 100
adjustments = sum of all applicable penalties (all penalties are negative)
final_score = max(0, min(100, base_score + adjustments))

Penalties stack. The floor is 0; the ceiling is 100. No bonuses — the default assumption is that an artifact is well-formed, and quality is measured by what is missing or wrong.

Penalty Tables