Supplementary Materials for KAZ-Div: A Model-Agnostic Framework for Quality-Constrained Diversity in Kazakh Language Generation

Supplementary materials accompanying the manuscript “KAZ-Div: A Stateless Model-Agnostic Framework for Quality-Constrained Diversity in Kazakh Language Generation”. The archive contains source data, experimental inputs, evaluation outputs, statistical analyses, downstream classification results, confusion matrices, and stage-wise ablation results for Kazakh paraphrase generation, grounded question generation, and synthetic intent-data generation. The supplementary package includes Data S1–S4 and Tables S1–S15.