. . . . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce" . . . . . . . . . . . . . . . . . . . . . "This framework leverages LLM-powered agents across three stages: ontology creation and expansion, ontology refinement, and knowledge graph population. Its primary goal is to automate the construction of product-specific KGs from unstructured text, directly performing tasks like entity discovery and relation extraction to build and populate the graph." . "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction" . . . "AliMeKG" . . "AutoKG framework" . . "CodeKGC" . . "Converting Dialogues into Triples for Recommendations" . . "Extract-Define-Canonicalize (EDC) framework" . . "Grapher" . . "iText2KG" . . "KG-ICL" . . "KG-LLM" . . "Kommineni et al. Competency-Question-Based Ontology Generation Pipeline" . . "Ning et al. Factual Knowledge Extraction via Prompt Templates" . . "Perrot et al. Retail Data Integration via Semantic Web and KG Techniques" . . "Extracting Product Facts from Q&A Data" . . "Amazon's Product Graph" . . "PromptKG" . . "Xu et al. Multimodal Data for Product KG Embedding" . . . "2026-02-25T16:52:43.418Z"^^ . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "DExgPbEZDl/4KB506Lr9IAx02KDFqL/Zi6luef7ryMhpxCMyWms0sc18dgcngw+wXCjPPaYKHhm6RQOFPsiirzrSVd7Iko1rxDlG9OAAGVUKGmOjHCwikF+1tnJuXNQrGomHd9LsmjAxqK6KXpx3O/RGZTy2M8vYOfYjYRAR/hYmXsSjdqHSMh482b+db1q/lGa60RuiEHt/AUOkL/6QmyDPxxH2gOisP27RDtR/2S0w29dLVAJqVlf53Qj+hrC7jubJXxbYWfB4Un9rmajF4Ftc1KOOgr+O5VAzQsk6td9aM3sX/HsL86NfCKJU70jMWoCro4j2FbR75h0q8aiL8Q==" . . .