openalexZenodo (CERN European Organization for Nuclear Research)2026-07-24
Before the Model: Why Datasets and Data Representation Define What Machine Learning Can Learn
Machine learning systems do not learn reality directly; they learn from the representations preserved in their datasets. This structured narrative review examines how dataset purpose, coverage, integrity, labeling, independence, reproducibility, governance, and continuity determi…