Adaptive Data Selection for Text Classification: Hierarchical Value with a Local Utility Budget

Xiyang Zhang, Chen Liang, Yuanhe Tian +3

Selecting compact training sets from heterogeneous text sources requires balancing target relevance, label reliability, and coverage. For small classifiers, discarding unfamiliar b…