https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/Head https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/assertion https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/provenance https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/pubinfo https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/assertion https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/dc/terms/title ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CoT https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Gpt35DirectAnswering https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Gpt4DirectAnswering https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Raco https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Rag https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Re2G https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#SparqlQa https://doi.org/10.48550/arXiv.2404.07677 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ToG https://doi.org/10.48550/arXiv.2404.07677 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#CoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CoT http://www.w3.org/2000/01/rdf-schema#label CoT https://neverblink.eu/ontologies/llm-kg/methods#Gpt35DirectAnswering http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Gpt35DirectAnswering http://www.w3.org/2000/01/rdf-schema#label GPT-3.5 (direct answering) https://neverblink.eu/ontologies/llm-kg/methods#Gpt4DirectAnswering http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Gpt4DirectAnswering http://www.w3.org/2000/01/rdf-schema#label GPT-4 (direct answering) https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent http://www.w3.org/2000/01/rdf-schema#comment ODA is a novel AI agent framework designed for KG-centric tasks, employing an iterative "observation, action, and reflection" cycle. It deeply integrates LLMs and KGs by allowing the LLM to act as an agent that interacts with the KG to conduct reasoning, where KG observations guide the LLM's decision-making and memory updates. https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent http://www.w3.org/2000/01/rdf-schema#label ODA: Observation-Driven Agent https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG 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#Rag http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Rag http://www.w3.org/2000/01/rdf-schema#label RAG https://neverblink.eu/ontologies/llm-kg/methods#Re2G http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Re2G http://www.w3.org/2000/01/rdf-schema#label Re2G https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency http://www.w3.org/2000/01/rdf-schema#label Self-Consistency 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#ToG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ToG http://www.w3.org/2000/01/rdf-schema#label ToG https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/provenance https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2404.07677 https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/pubinfo https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://purl.org/dc/terms/created 2026-02-25T16:53:38.664Z https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/sig http://purl.org/nanopub/x/hasSignature gorWpZZTe3UB9RsGgdJwh9jnLsfYWNuSBjpKO1WmwEzg+DX0iZxl/nVQD/Otsf+duLASIccta8kz7fXsE/Qyw9+y+E5vYszMcc1VLenNZnCN47n5r9NQ7h30RXiEjkL3KwB9sIEU+2BNKNcWf6eR0aBUHwSUCKiXOSwlvOOL9x4LJW7YrM3VhTBld6d0nTt+GLxAZO81QNwVGtFG249tyeFePjRfG7RrkanEQ81li6JpC/aV6QUNtplLWhy4JhnQbpqhDZkzOcqwAJk9om3xsEa044c37C3j7A2Jhan7IuBpJ9qpN6vrDC8wxJ+kojJnM9tWf4qJn9BZBT5Oz68izw== https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent