[ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/provenance", "@graph": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/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.2412.15268" } ] } ] }, { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2412.15268", "http://purl.org/dc/terms/title": [ { "@value": "Enhancing LLM-based Hatred and Toxicity Detection with Meta-Toxic Knowledge Graph" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MetaTox" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#BERT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingBasedMethods" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HateBERT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LLMsAsDataAugmentationTools" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NaiveRetrievalAugmentedGeneration" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RuleBasedMethods" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#STaR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TextAttack" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToxicTrapModular" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TransformerBasedMethods" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MetaTox", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "Meta-Tox is a novel method that first utilizes LLMs to construct a meta-toxic knowledge graph through a three-step pipeline (rationale reasoning, triplet extraction, and entity resolution). Subsequently, it queries this graph via retrieval and ranking to supplement accurate, relevant toxicity knowledge. This knowledge is then used to prompt LLMs, boosting their capability in hatred and toxicity detection during inference, thus demonstrating a unified framework where LLMs act as agents both in building and interacting with the KG for reasoning." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Meta-Tox" } ], "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#BERT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "BERT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Chain-of-Thought (CoT)" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingBasedMethods", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Embedding-based methods" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GraphRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HateBERT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HateBERT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LLMsAsDataAugmentationTools", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LLMs as data augmentation tools" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NaiveRetrievalAugmentedGeneration", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Naive Retrieval Augmented Generation" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RuleBasedMethods", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Rule-based methods" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#STaR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "STaR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TextAttack", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "TextAttack" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToxicTrapModular", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ToxicTrap modular" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TransformerBasedMethods", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Transformer-based methods" } ] }, { "@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://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:20:26.845Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "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.2412.15268" } ] }, { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/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": "Af8P9d41R2G1s8Gea2RnNfrLZHBxpr9M0vNBZEOeT14mbAxWW49WfcdfngTde6k5bO/EsSCjcTP0z8TnYPxkWjarVkkJYheHHa7/0ScIzNJd2TKGhh+vf5alyJEtcSzobVrUo7QpbOSInAHNvVWiya+OXpTUDfCw/ON+/N5FQDFiMm2dII70OSa2IOckIRo2vYsz+FtjgvnMw9j2VahVXEawymyC3/8fq7ZsQpMoxHjUe3wOTJLUlFw3DslG9huOtQyLNBsCs+4c9BBrd1pJ4DS/DSh5PkgmDWZlIOG9XWPB7Bo6JQ1D9EuaLiKcDIclzLzTFLEGKr7+TwOQpdLzKg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/Head", "@graph": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RA1zdDEkG1IMROFHn5QJzBxB2ipl07uoHb6LLmWJ_YHeU/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] } ]