https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/Head https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/assertion https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/provenance https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/pubinfo https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/assertion https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/dc/terms/title An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#DECAF https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#HGNet https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#IOPropting https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#KAPING https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#NSM https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#PullNet https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#RACo https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#SPARQLQA https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#T5forCBQA https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#UNICORN https://doi.org/10.48550/arXiv.2402.04978 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#VERA https://doi.org/10.48550/arXiv.2402.04978 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 Prompting 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#GreaseLM http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM http://www.w3.org/2000/01/rdf-schema#label GreaseLM https://neverblink.eu/ontologies/llm-kg/methods#HGNet http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#HGNet http://www.w3.org/2000/01/rdf-schema#label HGNet https://neverblink.eu/ontologies/llm-kg/methods#IOPropting http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#IOPropting http://www.w3.org/2000/01/rdf-schema#label IO Propting https://neverblink.eu/ontologies/llm-kg/methods#KAPING http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KAPING http://www.w3.org/2000/01/rdf-schema#label KAPING https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme http://www.w3.org/2000/01/rdf-schema#comment This method proposes a training-free collaborative reasoning scheme where LLMs act as agents to iteratively explore KGs, retrieve task-relevant subgraphs, and then combine their inherent implicit knowledge with explicit KG knowledge for step-by-step, transparent reasoning. This synergistic approach aims to enhance LLM reasoning capabilities and interpretability by actively integrating KG interaction into the reasoning process. https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme http://www.w3.org/2000/01/rdf-schema#label KG-Integrated Collaboration Scheme https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG https://neverblink.eu/ontologies/llm-kg/methods#NSM http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#NSM http://www.w3.org/2000/01/rdf-schema#label NSM https://neverblink.eu/ontologies/llm-kg/methods#PullNet http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#PullNet http://www.w3.org/2000/01/rdf-schema#label PullNet https://neverblink.eu/ontologies/llm-kg/methods#RACo http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#RACo http://www.w3.org/2000/01/rdf-schema#label RACo https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration http://www.w3.org/2000/01/rdf-schema#label Retrieval-Augmented Generation https://neverblink.eu/ontologies/llm-kg/methods#SPARQLQA http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SPARQLQA http://www.w3.org/2000/01/rdf-schema#label SPARQL-QA https://neverblink.eu/ontologies/llm-kg/methods#T5forCBQA http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#T5forCBQA http://www.w3.org/2000/01/rdf-schema#label T5 for CBQA https://neverblink.eu/ontologies/llm-kg/methods#UNICORN http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#UNICORN http://www.w3.org/2000/01/rdf-schema#label UNICORN https://neverblink.eu/ontologies/llm-kg/methods#VERA http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#VERA http://www.w3.org/2000/01/rdf-schema#label VERA https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/provenance https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2402.04978 https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/pubinfo https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://purl.org/dc/terms/created 2026-02-26T15:56:57.863Z https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2402.04978 https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/sig http://purl.org/nanopub/x/hasSignature CSPGOZAB2Q9Jpa9tUvNYmWw653VyWMF0aw93/41gbYKNOogv1nS3gjTXwxXeGVlpEikpIlpVdMfuMAq280eilKEbl80MMWSjU1kNEGCfb1w9PyqciCw0uiqaXQS3gwb6KzkEVKE1HqlXaw9hUDZaSpjfwDeBu+hULiTdKrcFxWPahojS+DQVONxg2q2/F16ghoTUyitncuQnSGsZXeG0WconyaGuEgDD5bEkhPar8D1E3LCyfO6WFpwaE/MgbbGzYLrB+v3KCPKdzTfiQi2u/OYerlvP6VHJJra1mDBE7xVowk1aaFBsNo5qAqPp32VNNIAleXb84cxhovQwbV8VkA== https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8 https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent