. . . . "ENHANCING SUPPLY CHAIN VISIBILITY WITH KNOWLEDGE GRAPHS AND LARGE LANGUAGE MODELS" . . . . . . . . "BERT" . . "GPT-3" . . "GPT-4" . . . "This framework proposes a novel zero-shot, LLM-driven approach to construct knowledge graphs from public data. It specifically leverages LLMs (e.g., GPT-4) with carefully crafted prompts for Named Entity Recognition (NER), Relation Extraction (RE), and Entity Disambiguation. The extracted and structured information is then used to build a comprehensive knowledge graph to enhance supply chain visibility." . "KG-LLM Framework for Supply Chain Visibility" . . . "RoBERTa" . . . "2026-02-26T16:20:37.755Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2408.07705" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "oGr0WyW5yNHf/2IthwgXRQ4P1rCrntUfJp2U31LZMYphpZEPZKcUE2daEloP3y2WJ1Y0tX0YGTR3hUB7qmMXBWV9WMi78GnAVAuU3+FdMX2ZPoBScqLTLdKQIV4mrt6O+WfhLMlUXdxMSIhFGv705yknTf2O4PDu6CxanuSzzyCHhez112w+CMnlDKXIJiy0z8oAf/MmtNmeVyL9Z/Hj26cqsKKegRSIPaccYz0/lXTv7u52tcM4Hh/5TMbSN4MElIVWPU/5h619LeFufgazg6w+3Q2SBUXTPiP4HQOi8NSj2Yq1mCvAj8HS44I95NqcQLkzvcP8a7uK7Yi8bTBwEQ==" . . .