https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/Head https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/provenance https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/pubinfo https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/dc/terms/title OKG-LLM: Aligning Ocean Knowledge Graph with Observation Data via LLMs for Global Sea Surface Temperature Prediction https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#DLinear https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Fedformer https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#FreTS https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Gpt4Ts https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Informer https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TimeLlm https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TimeMixerPlus https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TimesFm https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TransE https://doi.org/10.48550/arXiv.2508.00933 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#UniTime https://doi.org/10.48550/arXiv.2508.00933 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#DLinear http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#DLinear http://www.w3.org/2000/01/rdf-schema#label DLinear https://neverblink.eu/ontologies/llm-kg/methods#Fedformer http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Fedformer http://www.w3.org/2000/01/rdf-schema#label FEDformer https://neverblink.eu/ontologies/llm-kg/methods#FreTS http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#FreTS http://www.w3.org/2000/01/rdf-schema#label FreTS https://neverblink.eu/ontologies/llm-kg/methods#Gpt4Ts http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Gpt4Ts http://www.w3.org/2000/01/rdf-schema#label GPT4TS https://neverblink.eu/ontologies/llm-kg/methods#Informer http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Informer http://www.w3.org/2000/01/rdf-schema#label Informer https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm http://www.w3.org/2000/01/rdf-schema#comment OKG-LLM is a novel framework that integrates an Ocean Knowledge Graph (OKG) with Large Language Models (LLMs) for global Sea Surface Temperature (SST) prediction. The KG provides structured domain knowledge (structural and semantic embeddings) which is fused with numerical SST data. This knowledge-enhanced input is then fed into a pre-trained LLM, enabling the LLM to leverage domain-specific insights during its inference process to achieve more accurate predictions. https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm http://www.w3.org/2000/01/rdf-schema#label OKG-LLM https://neverblink.eu/ontologies/llm-kg/methods#OkgLlm https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#TimeLlm http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TimeLlm http://www.w3.org/2000/01/rdf-schema#label TimeLLM https://neverblink.eu/ontologies/llm-kg/methods#TimeMixerPlus http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TimeMixerPlus http://www.w3.org/2000/01/rdf-schema#label TimeMixer+ https://neverblink.eu/ontologies/llm-kg/methods#TimesFm http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TimesFm http://www.w3.org/2000/01/rdf-schema#label TimesFM https://neverblink.eu/ontologies/llm-kg/methods#TransE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TransE http://www.w3.org/2000/01/rdf-schema#label TransE https://neverblink.eu/ontologies/llm-kg/methods#UniTime http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#UniTime http://www.w3.org/2000/01/rdf-schema#label UniTime https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/provenance https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2508.00933 https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/pubinfo https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://purl.org/dc/terms/created 2026-02-26T16:20:57.565Z https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2508.00933 https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/sig http://purl.org/nanopub/x/hasSignature rP5HHwafixUPzPPxLRRyvYxQLTcdSNIGG4wKg4+Wq/xKmme4bb7G4H7BBNx9lfqNzYetXsFbLtgw0VHjF8wl6gLbjxVO2txaIRrDGmOtIQpqQ09/mRbgu+kz9pVBsYiDU4XcRDe/HZI06ugpQq6bg0+wpavbNz1X3nqClOs9qwjOmt3argaBpX1Z3NL4FZY757VaGOvC44By6cnBtEe1XIWwXFuiox2swggVVLFPfs5wFXx3b6ut/g/5Yn2uPIsHkOON4L30VGI2FLaueexXwm+pcj3MTg/xnn4jG7ZtsTODZMo4JeiebB1dFxfk8VJnFt7XA96aHjuMa2rZ6/h8sw== https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ https://w3id.org/np/RAYzRypXIXdAntEBPnXzXMifzan-_6E4Gk8vwhZGpn_MQ/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent