Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAe68J9oUpulv49vQwO43UWKl38DzmSn_K4mIUgBv9k1o/assertion>. }
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- graftNet type Workflow assertion.
- pullNet type Workflow assertion.
- structGPT type Workflow assertion.
- toG type Workflow assertion.
- arXiv.2505.12476 type Entity assertion.
- deCAF type Workflow assertion.
- erMPlusNSM type Workflow assertion.
- fCKBQA type Workflow assertion.
- flexKBQA type Workflow assertion.
- gain type Workflow assertion.
- gnnRAG type Workflow assertion.
- interactiveKBQA type Workflow assertion.
- kbBinder type Workflow assertion.
- nSM type Workflow assertion.
- poG type Workflow assertion.
- reaRev type Workflow assertion.
- reasoningPathStack type Workflow assertion.
- rewardGuidedTreeSearchOnGraph type Workflow assertion.
- rnGKBQA type Workflow assertion.
- roG type Workflow assertion.
- sRPlusNSM type Workflow assertion.
- selfCriticMonteCarloTreeSearch type Workflow assertion.
- tiara type Workflow assertion.
- toG20 type Workflow assertion.
- uniKGQA type Workflow assertion.
- graftNet label "GraftNet" assertion.
- pullNet label "PullNet" assertion.
- structGPT label "StructGPT" assertion.
- toG label "ToG" assertion.
- deCAF label "DeCAF" assertion.
- erMPlusNSM label "ERM+NSM" assertion.
- fCKBQA label "FC-KBQA" assertion.
- flexKBQA label "FlexKBQA" assertion.
- gain label "GAIN" assertion.
- gnnRAG label "GNN-RAG" assertion.
- interactiveKBQA label "Interactive KBQA" assertion.
- kbBinder label "KB-BINDER" assertion.
- nSM label "NSM" assertion.
- poG label "PoG" assertion.
- reaRev label "ReaRev" assertion.
- reasoningPathStack label "Reasoning Path Stack" assertion.
- rewardGuidedTreeSearchOnGraph label "Reward-guided Tree Search on Graph (RTSoG)" assertion.
- rnGKBQA label "RnG-KBQA" assertion.
- roG label "RoG" assertion.
- sRPlusNSM label "SR+NSM" assertion.
- selfCriticMonteCarloTreeSearch label "Self-Critic Monte Carlo Tree Search (SC-MCTS)" assertion.
- tiara label "TIARA" assertion.
- toG20 label "ToG2.0" assertion.
- uniKGQA label "UniKGQA" assertion.
- reasoningPathStack comment "The Reasoning Path Stack is a specific mechanism within RTSoG's Answer Generation stage. It processes the KG-derived weighted reasoning paths in a structured manner, allowing the LLM to effectively utilize this external knowledge during inference to generate more accurate answers." assertion.
- rewardGuidedTreeSearchOnGraph comment "RTSoG is a training-free framework that enhances LLM performance in KGQA. It uses KGs to retrieve weighted reasoning paths, which are then used by the LLM for answer generation during inference. This directly falls under KGEnhancedLLMInference as KGs are used to provide contextual knowledge to LLMs at inference time." assertion.
- selfCriticMonteCarloTreeSearch comment "SC-MCTS is a core component of RTSoG designed to iteratively retrieve weighted reasoning paths from KGs. This method, guided by a reward model (LLM), directly enables the LLM to access and leverage knowledge from KGs during the inference stage for improved KGQA performance." assertion.
- arXiv.2505.12476 describes reasoningPathStack assertion.
- arXiv.2505.12476 describes rewardGuidedTreeSearchOnGraph assertion.
- arXiv.2505.12476 describes selfCriticMonteCarloTreeSearch assertion.
- arXiv.2505.12476 discusses graftNet assertion.
- arXiv.2505.12476 discusses pullNet assertion.
- arXiv.2505.12476 discusses structGPT assertion.
- arXiv.2505.12476 discusses toG assertion.
- arXiv.2505.12476 discusses deCAF assertion.
- arXiv.2505.12476 discusses erMPlusNSM assertion.
- arXiv.2505.12476 discusses fCKBQA assertion.
- arXiv.2505.12476 discusses flexKBQA assertion.
- arXiv.2505.12476 discusses gain assertion.
- arXiv.2505.12476 discusses gnnRAG assertion.
- arXiv.2505.12476 discusses interactiveKBQA assertion.
- arXiv.2505.12476 discusses kbBinder assertion.
- arXiv.2505.12476 discusses nSM assertion.
- arXiv.2505.12476 discusses poG assertion.
- arXiv.2505.12476 discusses reaRev assertion.
- arXiv.2505.12476 discusses rnGKBQA assertion.
- arXiv.2505.12476 discusses roG assertion.
- arXiv.2505.12476 discusses sRPlusNSM assertion.
- arXiv.2505.12476 discusses tiara assertion.
- arXiv.2505.12476 discusses toG20 assertion.
- arXiv.2505.12476 discusses uniKGQA assertion.
- reasoningPathStack subject KGEnhancedLLMInference assertion.
- rewardGuidedTreeSearchOnGraph subject KGEnhancedLLMInference assertion.
- selfCriticMonteCarloTreeSearch subject KGEnhancedLLMInference assertion.
- arXiv.2505.12476 title "Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering" assertion.
- reasoningPathStack hasTopCategory KGEnhancedLLM assertion.
- rewardGuidedTreeSearchOnGraph hasTopCategory KGEnhancedLLM assertion.
- selfCriticMonteCarloTreeSearch hasTopCategory KGEnhancedLLM assertion.