. . . . "LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs" . . . . . . . "This method uses Llama2-7B as a baseline for zero-shot graph reasoning by converting KG queries and subgraphs into textual questions. The LLM attempts to infer missing facts directly from the textual representation for KG completion." . "Llama2 for KG Reasoning" . . . . "PROLINK is a novel framework designed for low-resource inductive reasoning across arbitrary KGs. It utilizes a pre-trained LLM to generate a graph-structural prompt from relation semantics. This prompt graph is then calibrated and injected into the KG's relation graph to enhance a GNN-based reasoner, thereby improving the inference of missing facts (KG completion)." . "PROLINK" . . . "ULTRA" . . . "2026-02-26T15:42:35.147Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2402.11804" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "rQxQQn7Th8XjDVagx61TquhuVLUI5VjH0TKSiTexUR4BSIxiZcK7aaWeTLpAaDrs/ctmIcos7xH03DRZIiLlgcQZyi7SogMl+Ik90zqKahestHmzUUj/0TKh3AB9TkK0M/Pah6fKENhT1f8QbsSabLJNktjry2+h7K4lP8OPXw4yCpFafjaIBtRTYAGNnyCf57BMjespDN10OLoXObweHqy80OGX0tEJcOeY8lme8A4EjI26S9QLnWUBM8EJjDVG+COTR/TAmZm64aKN9NQwjoU++diHaoRo62CIYm9SA9C/Q29hLm2uaQiS1txxItCkgid5uBKsD/+x9aM4E844vw==" . . .