. . . . "KNOWLEDGE REASONING LANGUAGE MODEL: UNI-FYING KNOWLEDGE AND LANGUAGE FOR INDUCTIVE KNOWLEDGE GRAPH REASONING" . . . . . . . . . . . . "CSProm-KG" . . "KG-LLM" . . "KICGPT" . . . "KRLM proposes a novel framework to \"achieve unified coordination between LLM knowledge and KG context throughout the KGR process\" to alleviate knowledge distortion and hallucinations in LLM-based KGFMs for inductive KGR. It integrates LLM and KG knowledge through a specialized tokenizer, attention layers with dynamic knowledge memory, and a structure-aware next-entity predictor for enhanced reasoning, directly aligning with synergized models that effectively conduct reasoning with both LLMs and KGs." . "Knowledge Reasoning Language Model" . . . "MKGL" . . "MOTIF" . . "PROLINK" . . "TRIX" . . "ULTRA" . . . "2026-02-26T16:23:10.245Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2510.13909" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "e+JwagAulW0KF8xuCbWuM5MktQm2Yc1+WQWRn6ELW1lntsHEbs30f6vNveWId5mI7BsKzMU+CNPQRrmzUehoUWlVefJK17QFnFmw8U23MiZPoSjZAKSTFw1YKhzC2k9mPb591imfGuL20cE53mm94fW4G9ucpRBRru0g4vgpmuMjzY/OP/jUwjPQJkiMO1zCCarfM6bMu96hgAlI2PVa7gY9Qcy3hasTXSh7jb/BwGzPkht90uVHauP/3YtF63xGGOXe6oUMIL/sE83RSJKYuQ4HD2X4yeZY9qcDRcfB7NXsIeoGHnQOJu6n4T/CvZVoOlfFm34a/zIul8IQN+Dyvg==" . . .