Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAn6pX0tIU2FiMUNLzWO2y_etc7TsBJrtLUJ_QCdMCVwE/assertion>. }
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- arXiv.2405.12035 type Entity assertion.
- ChainOfExplorations type Workflow assertion.
- EmbeddingRag type Workflow assertion.
- KgRagPipeline type Workflow assertion.
- TripleHypernodes type Workflow assertion.
- ChainOfExplorations label "Chain of Explorations" assertion.
- EmbeddingRag label "Embedding-RAG" assertion.
- KgRagPipeline label "KG-RAG pipeline" assertion.
- TripleHypernodes label "Triple hypernodes" assertion.
- ChainOfExplorations comment "This novel retrieval algorithm leverages LLM reasoning for planning, executing, and evaluating sequential traversals through a Knowledge Graph. The LLM acts as an agent, actively interacting with the KG to identify relevant nodes and relationships, which directly exemplifies synergized reasoning between LLMs and KGs." assertion.
- KgRagPipeline comment "This overarching framework is designed to enhance Large Language Model Agents (LMAs) during the inference stage. It integrates Knowledge Graphs (KGs) to provide structured external knowledge, aiming to reduce hallucinations and improve performance on knowledge-intensive Question Answering tasks." assertion.
- TripleHypernodes comment "This method introduces a novel, recursive structure for representing complex and nested relationships within a Knowledge Graph. An LLM is explicitly used in a few-shot learning approach to extract these hypernodes from unstructured text, thus synergizing LLM capabilities with KG structure to enhance knowledge representation." assertion.
- arXiv.2405.12035 describes ChainOfExplorations assertion.
- arXiv.2405.12035 describes KgRagPipeline assertion.
- arXiv.2405.12035 describes TripleHypernodes assertion.
- arXiv.2405.12035 discusses EmbeddingRag assertion.
- ChainOfExplorations subject SynergizedReasoning assertion.
- KgRagPipeline subject KGEnhancedLLMInference assertion.
- TripleHypernodes subject SynergizedKnowledgeRepresentation assertion.
- arXiv.2405.12035 title "KG-RAG: Bridging the Gap Between Knowledge and Creativity" assertion.
- ChainOfExplorations hasTopCategory SynergizedLLMKG assertion.
- KgRagPipeline hasTopCategory KGEnhancedLLM assertion.
- TripleHypernodes hasTopCategory SynergizedLLMKG assertion.