https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0/Head https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0/assertion https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0/provenance https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0/pubinfo https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAGWWU9GP3oQaMbf6-BftQobentkRz2FwGFYFzFd8bOn0/assertion https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/dc/terms/title Enhancing Next-Generation Language Models with Knowledge Graphs: Extending Claude, Mistral IA, and GPT-4 via KG-BERT https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#jiEtAlKgIntegrationIntoTransformers https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#kgBert https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#kgGat https://doi.org/10.48550/arXiv.2512.10440 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#xuEtAlScalingKgIntegration https://doi.org/10.48550/arXiv.2512.10440 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#jiEtAlKgIntegrationIntoTransformers http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#jiEtAlKgIntegrationIntoTransformers http://www.w3.org/2000/01/rdf-schema#label Ji et al. KGs Integration into Transformers https://neverblink.eu/ontologies/llm-kg/methods#kgBert http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#kgBert http://www.w3.org/2000/01/rdf-schema#label KG-BERT https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy http://www.w3.org/2000/01/rdf-schema#comment This method proposes a specific architectural integration strategy for incorporating KG-BERT into diverse pre-trained LLMs (Claude, Mistral IA, GPT-4). It involves adding dedicated components such as a KG-dedicated attention layer, modularized cross-layers with lightweight aggregation, or a dedicated attention head. The goal is to enhance the LLMs' factual accuracy, reasoning, and consistency in knowledge-intensive tasks like question answering and entity linking during their inference phase. https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy http://www.w3.org/2000/01/rdf-schema#label KG-BERT-Tailored LLM Integration Strategy https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#kgGat http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#kgGat http://www.w3.org/2000/01/rdf-schema#label K-GAT https://neverblink.eu/ontologies/llm-kg/methods#xuEtAlScalingKgIntegration http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#xuEtAlScalingKgIntegration http://www.w3.org/2000/01/rdf-schema#label Xu et al. 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