. . . . "Comprehending Knowledge Graphs with Large Language Models for Recommender Systems" . . . . . . . . . . . . . . . . "BPR-MF" . . "CKE" . . "CLLM4Rec" . . . "CoLaKG leverages LLMs to comprehend local and global knowledge graph (KG) information, and user preferences, generating semantic embeddings for items and users. These LLM-derived embeddings enrich the representations of KGs by encoding their textual descriptions and connections, thereby addressing KG limitations like missing facts and semantic loss to improve recommendation performance." . "Co-LaKG" . . . "KAR" . . "KGAT" . . "KGCL" . . "KGIN" . . "KGRec" . . "LightGCN" . . "NFM" . . "RLMRec" . . "RippleNet" . . . "2026-02-26T15:48:11.325Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2410.12229" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "bB5CMfQCY6AqVCYxPPQ1G7OF6cSdareLpXQORnDCAXHJ5Y3Uy8Kv1zvliE1lZSS56qx/GoeJ0Ys3N9kYJixxSz28zCNzKq+xsIimN3gy35gvn+RsiFF105fI+7B5EJNV8tsAoyc1yNSWgLt7YHerm/qAN00MCRshWUNe3l1136mhUSSEmOBq132MsgtMy560UuxD3PDrYbuucS0jQmd0CqUaX3MEt72g6B8RXVAJi56FmDg/3qD6z6fziMuROXkm3AA0fqnn02Tx2at+hPRhekOAHrufv+ToKD6nqG0fplP6XdCXQ3Efmb9Bz0OOiYOoCwoJxV9PdW5zjlw6JgS3Sw==" . . .