Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/assertion>. }
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- arXiv.2410.14211 type Entity assertion.
- ToG type Workflow assertion.
- ReAct type Workflow assertion.
- MindMap type Workflow assertion.
- AutoCoT type Workflow assertion.
- ChainOfKnowledgeCoK type Workflow assertion.
- ChainOfThoughtCoT type Workflow assertion.
- CoTSC type Workflow assertion.
- ComplexCoT type Workflow assertion.
- GraphOfThoughtGoT type Workflow assertion.
- IOPrompting type Workflow assertion.
- KAPING type Workflow assertion.
- KGGPT type Workflow assertion.
- PathsOverGraphPoG type Workflow assertion.
- PathsOverGraphPoGE type Workflow assertion.
- ReasoningOverGraphRoG type Workflow assertion.
- SelfConsistencySC type Workflow assertion.
- TreeOfThoughtToT type Workflow assertion.
- ZeroShotCoT type Workflow assertion.
- ToG label "ToG" assertion.
- SelfConsistencySC label "Self-Consistency (SC)" assertion.
- ReAct label "ReAct" assertion.
- MindMap label "MindMap" assertion.
- KAPING label "KAPING" assertion.
- AutoCoT label "Auto-CoT" assertion.
- ChainOfKnowledgeCoK label "Chain-of-Knowledge (CoK)" assertion.
- ChainOfThoughtCoT label "Chain-of-Thought (CoT)" assertion.
- CoTSC label "CoT-SC" assertion.
- ComplexCoT label "Complex-CoT" assertion.
- GraphOfThoughtGoT label "Graph of Thought (GoT)" assertion.
- IOPrompting label "IO (Input-Output Prompting)" assertion.
- KGGPT label "KG-GPT" assertion.
- PathsOverGraphPoG label "Paths-over-Graph (PoG)" assertion.
- PathsOverGraphPoGE label "Paths-over-Graph (PoG-E)" assertion.
- ReasoningOverGraphRoG label "Reasoning-over-Graph (RoG)" assertion.
- TreeOfThoughtToT label "Tree of Thought (ToT)" assertion.
- ZeroShotCoT label "Zero-Shot CoT" assertion.
- PathsOverGraphPoGE comment "PoG-E is an introduced variant of PoG, designed to evaluate the impact of graph structure on KG-based LLM reasoning. It operates by randomly selecting one relation from each edge in the clustered question subgraph during the path exploration, making it a specific approach within the KGEnhancedLLMInference category to study the effect of structural information on LLM performance." assertion.
- PathsOverGraphPoG comment "PoG is a novel method that enhances LLM reasoning by integrating knowledge reasoning paths from KGs during the inference stage. It tackles multi-hop and multi-entity questions through dynamic multi-hop path exploration and efficient pruning techniques, allowing LLMs to access factual knowledge for more faithful and interpretable outputs without retraining. The primary goal is to improve LLM reasoning performance for knowledge-intensive tasks like KGQA." assertion.
- PathsOverGraphPoG subject KGEnhancedLLMInference assertion.
- PathsOverGraphPoGE subject KGEnhancedLLMInference assertion.
- arXiv.2410.14211 title "Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning" assertion.
- PathsOverGraphPoG hasURL "https://github.com/SteveTANTAN/PoG" assertion.
- arXiv.2410.14211 describes PathsOverGraphPoG assertion.
- arXiv.2410.14211 describes PathsOverGraphPoGE assertion.
- arXiv.2410.14211 discusses ToG assertion.
- arXiv.2410.14211 discusses ReAct assertion.
- arXiv.2410.14211 discusses MindMap assertion.
- arXiv.2410.14211 discusses AutoCoT assertion.
- arXiv.2410.14211 discusses ChainOfKnowledgeCoK assertion.
- arXiv.2410.14211 discusses ChainOfThoughtCoT assertion.
- arXiv.2410.14211 discusses CoTSC assertion.
- arXiv.2410.14211 discusses ComplexCoT assertion.
- arXiv.2410.14211 discusses GraphOfThoughtGoT assertion.
- arXiv.2410.14211 discusses IOPrompting assertion.
- arXiv.2410.14211 discusses KAPING assertion.
- arXiv.2410.14211 discusses KGGPT assertion.
- arXiv.2410.14211 discusses ReasoningOverGraphRoG assertion.
- arXiv.2410.14211 discusses SelfConsistencySC assertion.
- arXiv.2410.14211 discusses TreeOfThoughtToT assertion.
- arXiv.2410.14211 discusses ZeroShotCoT assertion.
- PathsOverGraphPoG hasTopCategory KGEnhancedLLM assertion.
- PathsOverGraphPoGE hasTopCategory KGEnhancedLLM assertion.