[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2504.03137", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#lightprof" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#agentBench" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#embedKgqa" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#graftNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kgt5" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#knowledgeNavigator" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kvmem" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#nsm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#pullNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#structGpt" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#tog" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#transferNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#uniKgqa" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#agentBench", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "AgentBench" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#embedKgqa", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "EmbedKGQA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#graftNet", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "GraftNet" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kgt5", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KGT5" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#knowledgeNavigator", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KnowledgeNavigator" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kvmem", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KV-Mem" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#lightprof", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "LightPROF is a Retrieve-Embed-Reason framework that uses a Knowledge Adapter to encode both textual and structural information from Knowledge Graphs into LLM-friendly soft prompts. These prompts are injected during the LLM's inference stage to enhance its reasoning capabilities on KGQA tasks, particularly for small-scale LLMs, without retraining the LLM itself. This approach directly improves LLM performance during inference through KG integration." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LightPROF" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#nsm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "NSM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#pullNet", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "PullNet" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#structGpt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "StructGPT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#tog", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ToG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#transferNet", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "TransferNet" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#uniKgqa", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "UniKGQA" } ] } ], "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/assertion", "http://www.w3.org/ns/prov#wasAttributedTo" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://www.w3.org/ns/prov#wasDerivedFrom" : [ { "@id" : "https://doi.org/10.48550/arXiv.2504.03137" } ] } ], "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:26:05.569Z" } ], "http://purl.org/dc/terms/creator" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://purl.org/nanopub/x/hasNanopubType" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2504.03137" } ] }, { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "ecUN6smIxWzsVw9WH0/6/YYpSN/v7KKaYZ6RXircNaphH5RPZ8yoA+WTnRaJUV1mpL9uxLlSEq2nKOZCPGmdcq3p/YI3WdDKpEpiTyjr97flB000Xgi4LostN7hXqPEww88gWzXK7xiKz14WSoVAyx3UwEJp55LS+aZX6B58TMAqLOsmwF8KAR3ll+JSr4VxJXrTKOX0KarBQTsSSgwPLwyHS3KL31NXKX69gmNMfd0nEiBVLnyyQ16qombYLBFEX+g/hMlcz5eE+nriexsIpqkgfk6rqvmcczu7n2fFrVl1dlZhsWubn2YgcaMHNYlrtCi+IIPlxE2R6MRuiuZv9w==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAgWMr3AU8STd-cAESNe_pTCsjzVxikgHelaXZnl4mXQc/pubinfo" } ]