[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2405.13873", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#fideliS" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#pathRAG" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#decaf" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#gcr" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kaping" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kdCoT" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#nsm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#rog" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#tog" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#vanillaRetriever" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#decaf", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "DeCAF" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "Deductive-Verification Beam Search (DVBS) is a core component of FiDeLiS that constructs and validates reasoning paths step-by-step. It uses LLM-generated planning to guide the beam search and employs an LLM-based deductive verification mechanism (local and global checks) to ensure logical consistency and factual correctness, enabling synergized reasoning with LLMs and KGs." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Deductive-Verification Beam Search" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#fideliS", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://purl.org/spar/fabio/hasURL" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#anyURI", "@value" : "https://github.com/Y-Sui/FiDeLiS" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "FiDeLiS is a unified, training-free framework designed to improve the factual accuracy and reasoning efficiency of LLM responses in KGQA. It grounds LLM answers in verifiable reasoning steps from KGs by integrating the Path-RAG and Deductive-Verification Beam Search modules, representing a synergized approach to reasoning with both LLMs and KGs." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "FiDeLiS" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#gcr", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "GCR" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kaping", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KAPING" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kdCoT", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KD-CoT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#nsm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "NSM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#pathRAG", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "Path-RAG is a retrieval-augmented generation module within the FiDeLiS framework that pre-selects a smaller candidate set of entities and relations from the KG for each beam search step. It combines LLM-generated keywords, semantic similarity, and KG structural connectivity to efficiently narrow the search space and support the overall synergized reasoning process." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Path-RAG" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#rog", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "RoG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#tog", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ToG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#vanillaRetriever", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Vanilla Retriever" } ] } ], "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion", "http://www.w3.org/ns/prov#wasAttributedTo" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://www.w3.org/ns/prov#wasDerivedFrom" : [ { "@id" : "https://doi.org/10.48550/arXiv.2405.13873" } ] } ], "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:28:37.895Z" } ], "http://purl.org/dc/terms/creator" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://purl.org/nanopub/x/hasNanopubType" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2405.13873" } ] }, { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "dRGVmvPvYFSPGD1F+yQQiVICRb29j2Vd3MrdWCrvjFeFFstHdiLvWYw2Yo4W8rc8iyiBfisiDjU1qiP27kb3/iBsOUtEHHbtpc0MMuLCBFYwIeln4lu76iG65XK3MOGzX8xbpcW2MoPPbWvGx7un/qiNCniANTtMv0Xm42zSU01YVRS4OBmUbQjb1u5KfyrrEH5G/ch7Csn2bYfdanwrSkK4lO9FJ8fbOq5LBTNsxsV8xNpsNl36AHNSd03ecVhWaxK4FGsufBrgH3Z/JeMfbfbR1CR1WIrbN75O5t8lFgbGTU8dAfq+BeNenmS52kl5rwR+PJ40lblEM+42NQrfLg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/pubinfo" } ]