Entity-Augmented Neuroscience Knowledge Retrieval Using Ontology and Semantic Understanding Capability of LLM. - Pralaypati Ta; Sriram Venkatesaperumal; Keerthi Ram; Mohanasankar Sivaprakasam (CoRR, 2025)