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Nanjing University
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OaK transforms LLM agents by grounding their decision-making processes in dynamically constructed ontologies, leading to enhanced reliability in multi-step reasoning.
Explicitly leveraging structural context in entity alignment can significantly enhance performance, with ContextEA outperforming fine-tuned models on unseen knowledge graphs.