A Comparative Evaluation of Structural Topic Models and BERTopic for Short, Open-Ended Survey Responses

Yan Jiang, Sihong Liu, Philip A. Fisher

Topic modeling in applied psychology increasingly spans two methodological traditions: probabilistic bag-of-words models and newer embedding-based approaches. Yet many evaluations…