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- arXiv.2508.06186 type Entity assertion.
- Dkgllm2025AdaptiveSemanticFusionAlgorithm type Workflow assertion.
- Dkgllm2025DkgllmFramework type Workflow assertion.
- DrKnows type Workflow assertion.
- Dynllm type Workflow assertion.
- Escargot type Workflow assertion.
- GraphRag type Workflow assertion.
- Llmrg type Workflow assertion.
- Dkgllm2025AdaptiveSemanticFusionAlgorithm label "Adaptive Semantic Fusion Algorithm (ASFA)" assertion.
- Dkgllm2025DkgllmFramework label "DKG-LLM Framework" assertion.
- DrKnows label "DR.KNOWS" assertion.
- Dynllm label "DynLLM" assertion.
- Escargot label "ESCARGOT" assertion.
- GraphRag label "GraphRAG" assertion.
- Llmrg label "LLMRG (Large Language Model Reasoning Graphs)" assertion.
- Dkgllm2025AdaptiveSemanticFusionAlgorithm comment "ASFA is the core innovation within the DKG-LLM framework, responsible for integrating Grok 3 outputs with the DKG, ensuring semantic consistency, and managing computational efficiency. It includes phases for data ingestion, semantic extraction, dynamic graph updates, and a dedicated 'Reasoning and Recommendation' phase utilizing Bayesian inference and optimization for diagnosis and treatment. ASFA facilitates the synergistic reasoning process by dynamically fusing information and refining parameters through feedback." assertion.
- Dkgllm2025DkgllmFramework comment "The DKG-LLM Framework integrates a Dynamic Knowledge Graph (DKG) with the Grok 3 LLM to provide medical diagnosis and personalized treatment recommendations. It addresses the LLM's shortcomings in transparent reasoning by leveraging the DKG for structured knowledge and the Adaptive Semantic Fusion Algorithm (ASFA) for dynamic updates and probabilistic reasoning. The framework's core aim is to enhance decision-making and diagnostic accuracy by synergistically combining both components." assertion.
- arXiv.2508.06186 describes Dkgllm2025AdaptiveSemanticFusionAlgorithm assertion.
- arXiv.2508.06186 describes Dkgllm2025DkgllmFramework assertion.
- arXiv.2508.06186 discusses DrKnows assertion.
- arXiv.2508.06186 discusses Dynllm assertion.
- arXiv.2508.06186 discusses Escargot assertion.
- arXiv.2508.06186 discusses GraphRag assertion.
- arXiv.2508.06186 discusses Llmrg assertion.
- Dkgllm2025AdaptiveSemanticFusionAlgorithm subject SynergizedReasoning assertion.
- Dkgllm2025DkgllmFramework subject SynergizedReasoning assertion.
- arXiv.2508.06186 title "DKG-LLM : A Framework for Medical Diagnosis and Personalized Treatment Recommendations via Dynamic Knowledge Graph and Large Language Model Integration" assertion.
- Dkgllm2025AdaptiveSemanticFusionAlgorithm hasTopCategory SynergizedLLMKG assertion.
- Dkgllm2025DkgllmFramework hasTopCategory SynergizedLLMKG assertion.