@prefix this: . @prefix sub: . @prefix np: . @prefix dct: . @prefix pav: . @prefix rdf: . @prefix owl: . @prefix rdfg: . @prefix dce: . @prefix xsd: . @prefix rdfs: . @prefix prov: . @prefix npx: . sub:Head { this: a np:Nanopublication; np:hasAssertion sub:assertion; np:hasProvenance sub:provenance; np:hasPublicationInfo sub:pubinfo . } sub:assertion { a prov:Entity; dct:title "KG-CRAFT: Knowledge Graph-based Contrastive Reasoning with LLMs for Enhancing Automated Fact-checking"; ; , , , , , , , , , , , , , , . a ; rdfs:label "CO-GAT (ELECTRA)" . a ; rdfs:label "CofCED" . a ; rdfs:label "dEFEND" . a ; rdfs:label "FactL-LaMA" . a ; rdfs:label "FactL-LaMA know" . a ; rdfs:label "GenFE" . a ; rdfs:label "GenFE-MT" . a ; rdfs:label "GraphCheck" . a ; rdfs:label "GraphFC" . a ; dct:subject ; rdfs:comment "KG-CRAFT is a novel method that leverages knowledge graphs to formulate structured contrastive questions. These KG-derived questions guide LLMs during the inference stage of fact-checking, improving their ability to assess claim veracity by providing distilled, evidence-based summaries. The primary goal is to enhance the LLM's performance in automated fact-checking through structured reasoning based on KG information."; rdfs:label "KG-CRAFT"; . a ; rdfs:label "L-Defense" . a ; rdfs:label "MLA (RoBERTa)" . a ; rdfs:label "MULTIVERS" . a ; rdfs:label "PACAR" . a ; rdfs:label "Pro-gramFC" . a ; rdfs:label "SBERT-FC" . } sub:provenance { sub:assertion prov:wasAttributedTo ; prov:wasDerivedFrom . } sub:pubinfo { this: dct:created "2026-02-25T16:57:09.428Z"^^xsd:dateTime; dct:creator . sub:sig npx:hasAlgorithm "RSA"; npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"; npx:hasSignature "H1Lh44uKpLtg16ASqXroki6fGEflbYhClnkzjiZF66VwvWouCaFZLO/rxI/i2dALcUNNOLxJhDHJcZnd+R+lkWL8zthbo2y/or7wRqc5XUAt2nNPIb9vfS7jbM4x3iMJ0Copx8vFsMNnunuwM6xQ5T1+rFjacx/YuHe1uTabbNK1trW3rE57A6On8i5019wUi3BWxa9O8q5MgGrY3qIB0UXclFdi7LX1PJc7HuoiuChTeIGJra/Uj7R3OUA2QXEGei+8gV+iflwft2rMIffRDMRxqejIhEl1It8FRG7NCzdNGEyV74aYvhyPg8FQDCrLkLGc2QEjkqxFNrpfymfI5A=="; npx:hasSignatureTarget this:; npx:signedBy . }