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Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models
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Wikontic is a multi-stage pipeline that uses LLMs to construct high-quality, ontology-consistent KGs from unstructured text. It leverages LLMs for candidate triplet extraction, ontology-aware refinement (entity typing, relation validation), and entity normalization/deduplication, which are core KG construction tasks. The integrated multi-hop QA component demonstrates the quality and utility of the constructed KG.
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