. . . . "Knowledge Graph Large Language Model (KG-LLM) for Link Prediction" . . . . . . . . . . . . . "Analogy" . . "CompleX" . . "ConGLR" . . "ConvRot" . . "DistMult" . . . "This framework serves as a baseline variant of the KG-LLM approach. It converts multi-hop KG paths into natural language prompts but explicitly removes instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It uses instruction fine-tuning to train LLMs for multi-hop link and relation prediction as a comparative method." . "KG-LLM (ablation) Framework" . . . . "This framework converts multi-hop KG paths into Chain-of-Thought natural language prompts with instructions. These prompts are then used to instruction fine-tune LLMs, enabling them to perform multi-hop link prediction and relation prediction tasks within knowledge graphs, significantly leveraging LLMs to enhance KG completion." . "KG-LLM Framework" . . . "RESCAL" . . "TransE" . . "wsGAT" . . . "2026-02-25T16:53:25.539Z"^^ . . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "M1nqrZLVl8qnLIFyDkBPtYW7ETmD9xw247fNPc66RjI9GgdTLJTrfjAGU4YuC4j99bsmBJb7MPcL9kG5/qaqOh8NrSkX7imwhvgXYKKZpmTPf/ZbR2iR1DbPKqaoLfTGsln7OjwQfDW0EnENEfs2em+LReQ8QDVy483BpL3w5Osx/d/B1zXSCIJcQXrkx+JqZpDCWM+PVjvHmcDjirHn/LuOBlZrC7OuohggOzlcnmlEOqr09VEb92zUvOhW9RAh21elj8cQgAjzU5hhvL72svpav2mJR58aRWpb1SNRbvwV+TjpLiEj0bqKWWhvFp8f/QXHwqbe/Wdk2SjUdZ6/gw==" . . .