https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/Head https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/assertion https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/provenance https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/pubinfo https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/assertion https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/dc/terms/title LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#CCKGAugmentationForLLMInference https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Mango https://doi.org/10.48550/arXiv.2601.17971 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotPrompting https://doi.org/10.48550/arXiv.2601.17971 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#CCKGAugmentationForLLMInference http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#CCKGAugmentationForLLMInference http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CCKGAugmentationForLLMInference http://www.w3.org/2000/01/rdf-schema#comment This method uses the previously constructed Cultural Commonsense Knowledge Graph (CCKG) to augment smaller LLMs. It involves retrieving relevant CCKG assertions or paths using semantic search and employing them as in-context exemplars during the LLM's inference stage to improve performance on cultural reasoning tasks (MCQA, sentence completion) and story generation. https://neverblink.eu/ontologies/llm-kg/methods#CCKGAugmentationForLLMInference http://www.w3.org/2000/01/rdf-schema#label CCKG Augmentation for LLM Inference https://neverblink.eu/ontologies/llm-kg/methods#CCKGAugmentationForLLMInference https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting http://www.w3.org/2000/01/rdf-schema#label Chain-of-Thought Prompting https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework http://www.w3.org/2000/01/rdf-schema#comment This method proposes an iterative, prompt-based framework that leverages LLMs (GPT-4o) as "cultural archives" to systematically extract culture-specific entities (actions), relations, and multi-step inferential chains. It involves an initial generation phase of assertions and an iterative expansion phase to elaborate paths, thereby constructing a Cultural Commonsense Knowledge Graph (CCKG). https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework http://www.w3.org/2000/01/rdf-schema#label Cultural Commonsense Knowledge Graph Construction Framework https://neverblink.eu/ontologies/llm-kg/methods#CulturalCommonsenseKnowledgeGraphConstructionFramework https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#Mango http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Mango http://www.w3.org/2000/01/rdf-schema#label Mango https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotPrompting http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotPrompting http://www.w3.org/2000/01/rdf-schema#label Zero-shot Prompting https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/provenance https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2601.17971 https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/pubinfo https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://purl.org/dc/terms/created 2026-02-26T16:20:08.240Z https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2601.17971 https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/sig http://purl.org/nanopub/x/hasSignature m4/TASI+ssCcT/d+QX78NorEQIgDgfY5fiT1tejN1WakqeqNhElCqR1NqgEb8aYlUOk5vxl3SAAKnNPp0/Zy5IzpTQDBW/0QbYjQ0+yOCSLKu3ZFApHOeveAlg9uo4CarcD6/dJMyAWQGeG5oqoqN3zojFathH/f0+Mpwi07osquy6ugVHD+61nyNBxBb74KUqLzX/V+u7IxwjRjcWPxANl50CA/xlDDKWRacwdLs9jCU0hQz/IiWtZAr1Yp6+ESJfyfj0M+VikqS0sypJ80BXvnLvMkebW3QskUZw6Pvyp8CGtGl/6uzJFGiwtVLxQc0qUhVGi9FKMw53yQ6uTHQg== https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w https://w3id.org/np/RAa4BypABs54MOnaCtkdo2KSHRjSWwFWpK-h57jsnTe2w/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent