Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAi6yt_JdzMeoA_n1XL1oI6E1qJv2m0oOqHO_uMUt4lFA/assertion>. }
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- ChainOfThought type Workflow assertion.
- TreeOfThought type Workflow assertion.
- ZeroShot type Workflow assertion.
- GraphRAG type Workflow assertion.
- GraphCoTAgent type Workflow assertion.
- GraphOfThought type Workflow assertion.
- GroundingLLMReasoningAgent type Workflow assertion.
- GroundingLLMReasoningAutomaticGraphExploration type Workflow assertion.
- TextRAG type Workflow assertion.
- arXiv.2502.13247 type Entity assertion.
- ChainOfThought label "Chain-of-Thought (CoT)" assertion.
- TreeOfThought label "Tree-of-Thought (ToT)" assertion.
- ZeroShot label "Zero-Shot" assertion.
- GraphRAG label "Graph RAG" assertion.
- GraphCoTAgent label "Graph CoT (Agent)" assertion.
- GraphOfThought label "Graph-of-Thought (GoT)" assertion.
- GroundingLLMReasoningAgent label "Agent (LLM+KG Interaction Method)" assertion.
- GroundingLLMReasoningAutomaticGraphExploration label "Automatic Graph Exploration (LLM+KG Interaction Method)" assertion.
- TextRAG label "Text RAG" assertion.
- GroundingLLMReasoningAgent comment "This method proposes an LLM-based agent that interacts with a Knowledge Graph in an interleaved sequence of thought, action, and retrieved data. It uses predefined actions like RetrieveNode, NodeFeature, NeighborCheck, and NodeDegree to systematically ground LLM reasoning steps in structured knowledge, thus enabling synergistic reasoning." assertion.
- GroundingLLMReasoningAutomaticGraphExploration comment "This method integrates LLM language generation with structured graph retrieval by automatically extracting entities from LLM-generated thoughts. It then guides a multi-step search and prune pipeline over the KG, using LLM prompts to filter relevant relations and neighboring entities, enabling dynamic and structured exploration of the KG for reasoning." assertion.
- GroundingLLMReasoningAgent subject SynergizedReasoning assertion.
- GroundingLLMReasoningAutomaticGraphExploration subject SynergizedReasoning assertion.
- arXiv.2502.13247 title "Grounding LLM Reasoning with Knowledge Graphs" assertion.
- arXiv.2502.13247 describes GroundingLLMReasoningAgent assertion.
- arXiv.2502.13247 describes GroundingLLMReasoningAutomaticGraphExploration assertion.
- arXiv.2502.13247 discusses ChainOfThought assertion.
- arXiv.2502.13247 discusses TreeOfThought assertion.
- arXiv.2502.13247 discusses ZeroShot assertion.
- arXiv.2502.13247 discusses GraphRAG assertion.
- arXiv.2502.13247 discusses GraphCoTAgent assertion.
- arXiv.2502.13247 discusses GraphOfThought assertion.
- arXiv.2502.13247 discusses TextRAG assertion.
- GroundingLLMReasoningAgent hasTopCategory SynergizedLLMKG assertion.
- GroundingLLMReasoningAutomaticGraphExploration hasTopCategory SynergizedLLMKG assertion.