Measuring Data Diversity with Embeddings: A Taxonomy and Benchmark for Diversity Measures

Diversity is a critical property of text corpora, with direct implications for training data curation, test set design, and model generalization. However, its measurement remains fragmented and poorly understood. Existing embedding-based diversity measures vary widely in how they are computed and ca