https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/Head https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/provenance https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/pubinfo https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAgDdsw_r7yfmWMbVqzTYdlwa6-EjiP5-YjaV3dEbHBc8/assertion https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/dc/terms/title FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#fideliS https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#pathRAG https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#decaf https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#gcr https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#kaping https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#kdCoT https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#nsm https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#rog https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#tog https://doi.org/10.48550/arXiv.2405.13873 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#vanillaRetriever https://doi.org/10.48550/arXiv.2405.13873 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.w3.org/ns/prov#Entity https://neverblink.eu/ontologies/llm-kg/methods#decaf http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#decaf http://www.w3.org/2000/01/rdf-schema#label DeCAF https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch http://www.w3.org/2000/01/rdf-schema#comment 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. https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch http://www.w3.org/2000/01/rdf-schema#label Deductive-Verification Beam Search https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG https://neverblink.eu/ontologies/llm-kg/methods#fideliS http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#fideliS http://purl.org/spar/fabio/hasURL https://github.com/Y-Sui/FiDeLiS https://neverblink.eu/ontologies/llm-kg/methods#fideliS http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#fideliS http://www.w3.org/2000/01/rdf-schema#comment FiDeLiS is a unified, training-free framework designed to improve the factual accuracy and reasoning efficiency of LLM responses in KGQA. 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