. . . . "Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations ⋆" . . . . . . . "GPT-4" . . . "This method utilizes knowledge graphs (KGs) to provide structured factual context for LLM prompts during the inference stage. By extracting hierarchical information, semantic relations, and metadata from a KG, the method constructs a contextual part for the GPT-4 prompt, thereby guiding the LLM to generate more precise, relevant, and less hallucinatory explanations for learning recommendations in a sensitive domain." . "KG-Contextualized LLM Explanation Generation" . . . "Markov Decision Process-based Recommendation Algorithm" . . "Rouge Metric" . . . "2026-02-26T16:21:41.825Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2403.03008" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "t0FIg1rNl15r2sbKuZkzI8XjXScMRoTJMflo9yjCqcoax2npTd4QxaIEUNN6+YzaDwxDBMRzwAzRkxEVT64FA+hAtUo6hTSahLjXkdAzUJiJZ+9xLf6fTClJM2wy7/hzowQldvr4T7z/syDNs7zSul3lCENktrr7bkrlWMydhE6oKWgIFJwAke2pMCnLMWZ2wEV01khxhd/34eIqbYowS9xP9Ai+OY8s0Te/J+HdEfVkfX5jtKURaGgN0ZXG+gbWtIEbC9dH1S1x04N95LGDlWcJ6CqlCtmMBwyS5kgHg+Od5X3VjJKwSy7H1LuRFDgzfbeIcVdvKZJjnjrKu4Nruw==" . . .