. . . . "Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models" . . . . . . . . . . . "AriGraph" . . "GraphRAG" . . "GraphReader" . . "HOLMES" . . "HippoRAG" . . "KGGen" . . "ReadAgent" . . "https://github.com/screemix/Wikontic"^^ . . "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." . "Wikontic" . . . . "2026-02-26T15:53:24.737Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2512.00590" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "J9cJ0hrkvdnd37m39I1ovREIR0t/4kpOVjkBKXnWZuGbzCf2ddWcY5BBQHkFZKTLt0UVhMa1k0ZTgjuPAEHrIj6GaOhEFQggrqKUOH41AFKUMCP8QPfo8+x+TIt1D3eoO1wbNptQ1lIFqZ920l5Uh6zn2daWdnxFFFnOoVpERmu0EW2OJpsogvAIPYRh//chEjThjAPEd0pPq/BUTtO9vUZpLacqdHO1uk9nHA6k9N1je+FKhTZPT99tLcpK3t4f/ARiwwlMtRnW+I+VHLK9x8AfCOhwIHrRpLjSYfngyBI1ba5Rhi5+Sr6ZEGn0KqzucJtwVmJU5YN/ON08knj39Q==" . . .