. . . . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce" . . . . . . . . . . . . . . . "This method introduces a novel, fully automated framework that leverages LLM-powered agents to construct product knowledge graphs. It performs three key stages: ontology creation and expansion, ontology refinement, and knowledge graph population. The primary goal is to enhance and automate the KG construction task by using LLMs." . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction" . . . "AliMeKG" . . "Amazon's Product Graph" . . "CodeKGC" . . "KG-ICL" . . "Grapher" . . "iText2KG" . . "PromptKG" . . "KG-LLM" . . "Extract-Define-Canonicalize (EDC) framework" . . "multi-agent AutoKG framework" . . . "2026-02-26T14:19:51.666Z"^^ . . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "coNlitawysiWlvtAKFSpdEZsoJez7zQYBDZlAYFksPYmbhggmYIQVaAoQ9FxkOWBmObyvJUmvK7xpd05e3DSkFeuzRtZQ+B7aZWNJ64pRVZILn5+2Moda2a5+t8Oq3T4ItgJVwedgOr2lqtCyVShgkn/ujh4gN+F/Re7C2PFLLKy0ApbKUL5PL0Po6MNGui5AXCWUgYPL3mMmnNKwFa9eq0iuUl/sQg8ms0GNwMrTrpL/Zzu0Z4p6clVTRxjuGMYkhXJxqOiftzaf2mt7WhWX9P9CDTgEQE/BLeHOwvi4ZT7tkyK/gTqWAl3XySOy3BR0SzCSpuxITxJJ9Vv49DLzw==" . . .