PLDiv: Measuring Dataset Diversity and Semantic Collapse via Persistence Landscapes.

arXiv:2610.14031v1 Announce Type: cross Abstract: Modern data pipelines increasingly combine human-created and human-curated data with AI-generated data for model training and evaluation. As datasets grow, they often add semantically redundant samples rather t