Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/assertion>. }
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- ToG type Workflow assertion.
- KGGPT type Workflow assertion.
- arXiv.2502.12767 type Entity assertion.
- R2KGDualAgentFramework type Workflow assertion.
- R2KGSingleAgentVersion type Workflow assertion.
- ToG label "Think-on-Graph (ToG)" assertion.
- KGGPT label "KG-GPT" assertion.
- R2KGDualAgentFramework label "R2-KG: General-Purpose Dual-Agent Framework" assertion.
- R2KGSingleAgentVersion label "R2-KG Single-Agent Version with Strict Self-Consistency" assertion.
- R2KGDualAgentFramework comment "This method proposes a novel dual-agent system where LLMs (Operator for evidence collection, Supervisor for judgment) iteratively interact with a Knowledge Graph to perform general-purpose, reliable reasoning. It synergizes LLM's reasoning abilities with KG's knowledge by treating LLMs as agents navigating and interpreting KG evidence, addressing tasks like QA and fact verification." assertion.
- R2KGSingleAgentVersion comment "This is a cost-effective variant of the R2-KG dual-agent framework. It uses a single LLM (Operator) for both KG exploration and answer generation, enhancing reliability through a strict self-consistency strategy across multiple trials, maintaining the synergized reasoning approach with the KG." assertion.
- R2KGDualAgentFramework subject SynergizedReasoning assertion.
- R2KGSingleAgentVersion subject SynergizedReasoning assertion.
- arXiv.2502.12767 title "R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs" assertion.
- R2KGDualAgentFramework hasURL "https://github.com/ekrxjwh2009/R2-KG.git" assertion.
- R2KGSingleAgentVersion hasURL "https://github.com/ekrxjwh2009/R2-KG.git" assertion.
- arXiv.2502.12767 describes R2KGDualAgentFramework assertion.
- arXiv.2502.12767 describes R2KGSingleAgentVersion assertion.
- arXiv.2502.12767 discusses ToG assertion.
- arXiv.2502.12767 discusses KGGPT assertion.
- R2KGDualAgentFramework hasTopCategory SynergizedLLMKG assertion.
- R2KGSingleAgentVersion hasTopCategory SynergizedLLMKG assertion.