Jasper Kyle Catapang

Position: Toward a Metric Typology for Language Model Evaluation

A four-primitive typology is provided under which existing metrics (BLEU, BERTScore, nDCG, LLM-as-judge, calibration scores, agentic outcome measures) are explicit parameterizations of a common form.