. . . . "Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models" . . . . . . . . . . . . "BPR-MF" . . "CoLaKG" . . "DiffKG" . . "KGRec" . . "LightGCL" . . "LightGCN" . . "RLMRec" . . "SGL" . . . "SPiKE is a recommender model that synergizes knowledge from LLM-generated semantic profiles and KG structural information. It uses a profile-aware KG aggregation mechanism to integrate profiles during message passing and a pairwise matching loss to align KG and LLM-generated profile embeddings, thereby creating a unified representation for recommendation." . "SPiKE (Semantic Profiles into Knowledge Graphs for Enhanced Recommendation)" . . . . "2026-02-26T15:44:26.066Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2601.08148" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "ZptcJgqtv3qMwooxZ/BX9oghyMTD7vW6Xrl448trgoIkkmEA+vocTBJBr4BM4lJBxsvMaUwM+CclRXs+gHkVGUj+61IgXd1p8wo+5YSXytueaRM6rpSz/bDWTz7LtKZQI2PAPKXnnCAeJN6PdwV94pc7wagSYIgB+B55y0gyrhn6W24w9hwRhBfcTsDblcZnBmDTRGAyYuVLqv8YgYrFjP+WRCsPA5N+xGTM54nzmcQyN15n4oONtGeN3/q3nEBy8K6mPd//CQqsoRC2Bu3kT4Bfhhz9eZKHU/0mR3SHYDr9tWFUnBdz+zC9tS5E2GCzY9qVQ5riwdLog4ZjCwxZ6w==" . . .