Papers by Su-Hyeong Park
Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation (2025.emnlp-main)
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| Challenge: | Recent advances in large language models have significantly influenced the field of online medical consultations, but critical challenges remain, such as the generation of hallucinated information and the integration of up-to-date medical knowledge. |
| Approach: | They propose a framework that combines retrieval-augmented generation with a structured medical knowledge graph. |
| Outcome: | The proposed framework outperforms baselines on two medical consultation datasets and shows significant improvements in hallucination reduction and clinical usefulness. |