https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/Head https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/assertion https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/provenance https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/pubinfo https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/assertion https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/dc/terms/title Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#KGRAR https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#MathShepherdPRM7B https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowORMDeepseek8B https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowPRMDeepseek8B https://doi.org/10.48550/arXiv.2503.01642 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#UnstructuredRAGPRM800K https://doi.org/10.48550/arXiv.2503.01642 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#ChainOfThoughtPrompting http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting http://www.w3.org/2000/01/rdf-schema#label Chain-of-Thought (CoT) prompting https://neverblink.eu/ontologies/llm-kg/methods#KGRAR http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#KGRAR http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KGRAR http://www.w3.org/2000/01/rdf-schema#comment KG-RAR is a novel iterative retrieve-refine-reason framework that deeply integrates step-by-step KG retrieval into an LLM's multi-step reasoning process. 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