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REAP achieves a remarkable macro-F1 score of 0.62 in closed-book knowledge base construction, showcasing the power of structured reasoning without model fine-tuning.
GPTKB 2.0 achieves the unprecedented feat of creating a million-scale knowledge base directly from LLMs, complete with disambiguated entities and relations.