. . . . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce" . . . . . . . . . . . . . . . . "This framework leverages LLMs through a multi-agent system to automate the entire process of constructing product knowledge graphs. It involves three stages: ontology creation and expansion, ontology refinement, and knowledge graph population, directly addressing the entity discovery, coreference resolution, and relation extraction tasks inherent in KG construction from unstructured text." . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction" . . . "AutoKG framework" . . "CodeKGC" . . "Extract-Define-Canonicalize (EDC) framework" . . "Grapher" . . "iText2KG" . . "KG-ICL" . . "KG-LLM" . . "Kommineni et al.'s competency-question-based ontology generation and LLM-driven evaluation pipeline" . . "Ning et al.'s factual knowledge extraction via prompt templates and parameter tuning" . . "PromptKG" . . "Xu et al.'s embedding method tailored to product KGs" . . . "2026-02-26T15:15:06.779Z"^^ . . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "qbz2PNJBYE/ORaHly9wXO8K+I4S5oSWbLeV3k+2mpSvG/dJ7CIoPCWKfkdZU20e46MftAHuSot2opdzrexIZn5JIHee6KuJ/Pp9eFbZ08SIeS1xYuym+r2GWod0M0oSp79szS5/jyfdoyWTuyJtDtg436pztJPJGhXaqOzJZT3u7hJBNu0eX5CjFC0wI/NFHYkPDo9vIWsRxt+gZH2qTtIHy12QPfGFj2pR5c9UGzxStxMoRdkquJmIwj74wUqw384ng6YlChBfW9tDlCd58i6RrzY0LApKgwpLFszTQHHkCY0+Z6G9g0/Ii0cRoZcNNHgbHOLAkf2GOD+MB/RcRUw==" . . .