. . . . "CYPHERBENCH: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era" . . . . . . . . . . "This pipeline automates the creation of a high-quality text-to-Cypher benchmark by first generating initial (question, Cypher) pairs from graph patterns using templates. LLMs are then employed in multiple stages to rewrite these template-generated questions into more natural-sounding language and to verify their semantic equivalence, effectively leveraging LLMs to generate text (questions) that describe facts or queries over KGs." . "Automatic Text-to-Cypher Task Generation Pipeline" . . . "LlamaIndex K-Hop Neighbourhood Retrieval" . . "LlamaIndex Property Graph Index" . . "S-expression Intermediate Logical Form for Text-to-SPARQL" . . "SPINACH" . . . "This method proposes a novel approach to enable Large Language Models (LLMs) to efficiently and accurately retrieve information from full-scale modern RDF knowledge graphs. It involves transforming complex RDF graphs into domain-specific property graph views that are more amenable to LLM querying via Cypher, thereby enhancing the LLM's ability to access and utilize structured knowledge during inference." . "Text-to-Cypher Retrieval over Property Graph Views of RDF KGs" . . . . "2026-02-26T16:28:48.135Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2412.18702" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "oNPDKVdc+jVJa1Cm3PBCfB8Q8A4IvS+QWD7qh1EGKVzmSpH8HJTEKp98wKWQKDcWzILKp1DrwWSMdvGPcwJIIQN9rPR7nIqSpIvtxR7RHiGPBeO72DTM23Tw3hxDah4GC23Id0ETi8jff5XcZkCsoL/TQgrjIFag3jhOgNLxHQQaxKmYToDXtnP5zyXof1Z5cglUREWGxlQGapwf2L0pDqdcsdoCeUtbRCxdKzOg81vDmC8UJM7I+nwfv7n00PkfHJ64Na/vQ3lF5o1HYN64LcuqsyWrQFjU/MpRgXUamRa3chPkCLyz9fh04k36hl+Sqkan8HONO5j212MBIdRAaw==" . . .