[ { "@graph" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2506.00783", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgTraces" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingRetriever" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#FlanT5" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Gpt4" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#GraftNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KdCoT" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kelp" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kgt5" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KvMem" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#MindMap" }, { "@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#Qgg" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#React" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TransferNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#UniKgqa" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Alpaca-7B" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ArcaneQA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BM25 Retriever" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Chain-of-Thought (CoT) prompting" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ChatGPT" } ] }, { "@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#EmbeddingRetriever", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Embedding Retriever" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#FlanT5", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Flan-T5" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Gpt4", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "GPT-4" } ] }, { "@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#KdCoT", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KD-CoT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kelp", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KELP" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgTraces", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "KG-TRACES is a unified framework that trains LLMs with explicit supervision from Knowledge Graph-derived paths and attribution-aware reasoning processes. This enables the LLM to perform structured, explainable, and attributable reasoning by internalizing KG-aligned reasoning patterns and generating explanations that are grounded in KG facts or inferred knowledge. This approach synergizes LLMs and KGs by teaching the LLM to effectively conduct reasoning with both." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-TRACES" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@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#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#Llama3.1Chat8B", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLaMA3.1-Chat-8B" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#MindMap", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "MindMap" } ] }, { "@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#Qgg", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "QGG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Qwen2.5-Chat-7B" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#React", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ReAct" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Reasoning on Graphs (RoG)" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "RnG-KBQA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Self-consistency" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "SR+NSM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "SR+NSM+E2E" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Think-on-Graph (ToG)" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Think-on-Graph 2.0" } ] }, { "@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#TreeOfThought", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Tree-of-Thought (ToT)" } ] }, { "@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/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/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.2506.00783" } ] } ], "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:21:12.619Z" } ], "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.2506.00783" } ] }, { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/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" : "MwjqsZJnyg4yXRi09nvH91jZV96dy15A3MRsyuUfnJjKggtcgjgaatxzEBEaXw0p1sKgTqHMp4AP2v0VQalb4z6T6b71OWFBqt7DxRzhr4gvYMhinvTyiTaF3wE7LrbfEVicd/iI1jW1RG+wNTipJHr2gBf/UntKkZfGVQoBHd5LJe+F/FAAjffX8/3cFTgUS4pvDBz8cJ0Oc64b9rNvm8ggiO+pYXWjkgCZua7baEpChgfeOhBuoIPGiMqBY8gbwaE8cVFLUlrBATPnti15rjo3tsTqq3ACwH49YqvS2MOefthdXeQinIU9l2pOWWjNY2hVJsdBW4bfDa3lVF7x0A==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/pubinfo" } ]