https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/Head https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/assertion https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/provenance https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/pubinfo https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/assertion https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/dc/terms/title Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#AutoCoT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChainOfKnowledgeCoK https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtCoT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CoTSC https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ComplexCoT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GraphOfThoughtGoT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#IOPrompting https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#KAPING https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#KGGPT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#MindMap https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ReAct https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOverGraphRoG https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistencySC https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ToG https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThoughtToT https://doi.org/10.48550/arXiv.2410.14211 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotCoT https://doi.org/10.48550/arXiv.2410.14211 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.w3.org/ns/prov#Entity https://neverblink.eu/ontologies/llm-kg/methods#AutoCoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#AutoCoT http://www.w3.org/2000/01/rdf-schema#label Auto-CoT https://neverblink.eu/ontologies/llm-kg/methods#ChainOfKnowledgeCoK http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ChainOfKnowledgeCoK http://www.w3.org/2000/01/rdf-schema#label Chain-of-Knowledge (CoK) https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtCoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtCoT http://www.w3.org/2000/01/rdf-schema#label Chain-of-Thought (CoT) https://neverblink.eu/ontologies/llm-kg/methods#CoTSC http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CoTSC http://www.w3.org/2000/01/rdf-schema#label CoT-SC https://neverblink.eu/ontologies/llm-kg/methods#ComplexCoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ComplexCoT http://www.w3.org/2000/01/rdf-schema#label Complex-CoT https://neverblink.eu/ontologies/llm-kg/methods#GraphOfThoughtGoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GraphOfThoughtGoT http://www.w3.org/2000/01/rdf-schema#label Graph of Thought (GoT) https://neverblink.eu/ontologies/llm-kg/methods#IOPrompting http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#IOPrompting http://www.w3.org/2000/01/rdf-schema#label IO (Input-Output Prompting) https://neverblink.eu/ontologies/llm-kg/methods#KAPING http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KAPING http://www.w3.org/2000/01/rdf-schema#label KAPING https://neverblink.eu/ontologies/llm-kg/methods#KGGPT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KGGPT http://www.w3.org/2000/01/rdf-schema#label KG-GPT https://neverblink.eu/ontologies/llm-kg/methods#MindMap http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#MindMap http://www.w3.org/2000/01/rdf-schema#label MindMap https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG http://purl.org/spar/fabio/hasURL https://github.com/SteveTANTAN/PoG https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG http://www.w3.org/2000/01/rdf-schema#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. https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG http://www.w3.org/2000/01/rdf-schema#label Paths-over-Graph (PoG) https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoG https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE http://www.w3.org/2000/01/rdf-schema#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. https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE http://www.w3.org/2000/01/rdf-schema#label Paths-over-Graph (PoG-E) https://neverblink.eu/ontologies/llm-kg/methods#PathsOverGraphPoGE https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#ReAct http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ReAct http://www.w3.org/2000/01/rdf-schema#label ReAct https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOverGraphRoG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOverGraphRoG http://www.w3.org/2000/01/rdf-schema#label Reasoning-over-Graph (RoG) https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistencySC http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistencySC http://www.w3.org/2000/01/rdf-schema#label Self-Consistency (SC) https://neverblink.eu/ontologies/llm-kg/methods#ToG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ToG http://www.w3.org/2000/01/rdf-schema#label ToG https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThoughtToT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThoughtToT http://www.w3.org/2000/01/rdf-schema#label Tree of Thought (ToT) https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotCoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ZeroShotCoT http://www.w3.org/2000/01/rdf-schema#label Zero-Shot CoT https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/provenance https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2410.14211 https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/pubinfo https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://purl.org/dc/terms/created 2026-02-26T15:29:27.334Z https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2410.14211 https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/sig http://purl.org/nanopub/x/hasSignature DttBAAAa5+snC4v+Gy1mvDDUnzYZml4sL3QzVO0HdTNM9/9rmaWrrjHA35iLbIMgKSeAbR8Rzflv8jTLvR0kmDUXkgjDOwoitneCRZk+GcaQWVNr83cyH7FeRZQ8zhATT9wCQtePKAEhTLZS8/YLgjy7qd/jhDnsXaIGxQc6FXSrpkjYJSrG+5GOl+ukeK3Kj8YqT1T1GBBV6WaiKQmlQCy15PzTsSWM3K2qV5+lOQzRZRtUBWAZTAsYSw642KQFMxH+Jkm+1GguderH/x4tjHWt1WyMb5NWxE55JGKpNRsPzFssz3vxoX50sBJrd+rE1tEofvJlqLvO/JEgzXH8Vg== https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ https://w3id.org/np/RArLTo0NLo1nfEqawn_9S-Llt5c8EYG9Rw6fFlFw7_QvQ/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent