4nkh/theme_data

该数据集包含短篇叙事段落（original_text）及其相关元数据和标签。主要目标是通过多标签主题标签列表（themes）训练主题分类模型，次要目标是通过单标签语调（tone）训练语调分类器。数据集用于支持知识样本JSON提交的自动化主题标记，以便在Kuumba Agent / Cultural Remix Engine工作流中实现一致的多标签主题分配和可选的语调标记。

This dataset contains short narrative passages (original_text) with associated metadata and labels. The primary target is themes, a multi-label list of theme tags used to train a theme classification model. A secondary label tone may be used to train a tone classifier. The dataset is built to support automated tagging of Knowledge Sample JSON submissions for the Kuumba Agent / Cultural Remix Engine.