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Uncertainty Aware Perspective https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#UagUncertaintyAwareKnowledgeGraphReasoning https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ConformalLanguageModeling https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ConformalPrediction https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#KgBasedRetrievalAugmentedGeneration https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#LearnThenTestFramework https://doi.org/10.48550/arXiv.2410.08985 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Llama38b https://doi.org/10.48550/arXiv.2410.08985 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http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ConformalLanguageModeling http://www.w3.org/2000/01/rdf-schema#label Conformal Language Modeling (CLM) https://neverblink.eu/ontologies/llm-kg/methods#ConformalPrediction http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ConformalPrediction http://www.w3.org/2000/01/rdf-schema#label Conformal Prediction https://neverblink.eu/ontologies/llm-kg/methods#KgBasedRetrievalAugmentedGeneration http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KgBasedRetrievalAugmentedGeneration http://www.w3.org/2000/01/rdf-schema#label KG-based Retrieval-augmented Generation (KG-RAG) https://neverblink.eu/ontologies/llm-kg/methods#LearnThenTestFramework http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LearnThenTestFramework http://www.w3.org/2000/01/rdf-schema#label Learn Then Test (LTT) framework https://neverblink.eu/ontologies/llm-kg/methods#Llama38b http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Llama38b http://www.w3.org/2000/01/rdf-schema#label Llama3-8b https://neverblink.eu/ontologies/llm-kg/methods#LlmBasedStructuralQuery http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LlmBasedStructuralQuery http://www.w3.org/2000/01/rdf-schema#label LLM-based Structural Query https://neverblink.eu/ontologies/llm-kg/methods#LogitFreeConformalPredictionForLLMs http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LogitFreeConformalPredictionForLLMs http://www.w3.org/2000/01/rdf-schema#label Logit-free 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It combines KG-based candidate retrieval and path formulation with LLM-based candidate evaluation and answer generation, all controlled by a global error rate controller using the Learn-Then-Test framework. 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