Papers with structured domain knowledge
Incorporating Domain Knowledge into Medical NLI using Knowledge Graphs (D19-1)
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| Challenge: | Recent studies have shown that structured domain knowledge can be used for textual inference tasks in the medical domain. |
| Approach: | They propose to integrate structured domain knowledge into a knowledge graph for the Medical NLI task. |
| Outcome: | The proposed approach improves the baseline BioELMo architecture for the Medical NLI task. |
OG-RAG: Ontology-grounded retrieval-augmented generation for large language models (2025.emnlp-main)
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| Challenge: | Existing retrieval-augmented models fail to account for structured domain knowledge, leading to suboptimal context generation. |
| Approach: | They propose an Ontology-Grounded Retrieval Augmented Generation method to enhance LLM-generated responses by anchoring retrieval processes in domain-specific ontologies. |
| Outcome: | The proposed method increases recall of accurate facts by 55% and improves response correctness by 40% across four different LLMs. |