https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U/Head https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U/assertion https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U/provenance https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U/pubinfo https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAWctWLVOkH90Z-3ahK17bANfGnNhuXP0oU3mCYYg5Q0U/assertion https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/dc/terms/title Integrating Structured Knowledge Graph Representations into Frozen Large Language Models https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#PerozziEtAl2025KGGraphToken https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CoT https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CoTBaG https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#FewShot https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#PromptTuning https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ZeroCoT https://doi.org/10.48550/arXiv.2505.07554 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ZeroShot https://doi.org/10.48550/arXiv.2505.07554 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#CoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CoT http://www.w3.org/2000/01/rdf-schema#label CoT https://neverblink.eu/ontologies/llm-kg/methods#CoTBaG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CoTBaG http://www.w3.org/2000/01/rdf-schema#label CoT-BaG https://neverblink.eu/ontologies/llm-kg/methods#FewShot http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#FewShot http://www.w3.org/2000/01/rdf-schema#label Few-Shot https://neverblink.eu/ontologies/llm-kg/methods#PerozziEtAl2025KGGraphToken http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#PerozziEtAl2025KGGraphToken http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#PerozziEtAl2025KGGraphToken http://www.w3.org/2000/01/rdf-schema#comment This method introduces a novel technique for directly integrating structured Knowledge Graph (KG) representations into frozen Large Language Models (LLMs). 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