中图分类号：TP391.1 文献标志码：A 文章编号：1001-3695（2026）08-014-2348-08

doi： 10.19734/j.issn.1001-3695.2025.12.0508

Semantic-enhanced adversarial RL for multi-hop reasoning over knowledge graphs