... by the rapid growth of digital content. To address this issue, the authors propose PTransE-CF, a hybrid recommendation framework that combines CF with knowledge graph ( KG )-based semantic reasoning. Design/methodology/approach The model uses an enhanced path-based PTransE algorithm to extract multi-step...