https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/Head
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://www.nanopub.org/nschema#hasAssertion
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://www.nanopub.org/nschema#hasProvenance
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/provenance
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://www.nanopub.org/nschema#hasPublicationInfo
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/pubinfo
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/dc/terms/title
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/describes
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#amar
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#doG
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#embedKGQA
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#lightPROF
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#poG
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#readi
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#roG
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#toG
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#transferNet
https://doi.org/10.48550/arXiv.2505.15210
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#uniKGQA
https://doi.org/10.48550/arXiv.2505.15210
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#amar
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#amar
http://www.w3.org/2000/01/rdf-schema#label
AMAR
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
http://purl.org/dc/terms/subject
https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
http://www.w3.org/2000/01/rdf-schema#comment
Deliberation over Priors (DP) is a framework designed to enhance the trustworthiness of LLM reasoning by leveraging KG structural and constraint priors. It employs a progressive knowledge distillation strategy to integrate structural priors into LLMs during an offline stage, preparing them for more faithful relation path generation. In the online (inference) stage, a reasoning-introspection strategy guides LLMs to verify reasoning paths against extracted constraint priors, improving the reliability of response generation. The primary goal is to improve LLM performance, specifically its reasoning and response generation at inference time, by explicit use of KG knowledge.
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
http://www.w3.org/2000/01/rdf-schema#label
Deliberation over Priors (DP)
https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP
https://neverblink.eu/ontologies/llm-kg/hasTopCategory
https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM
https://neverblink.eu/ontologies/llm-kg/methods#doG
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#doG
http://www.w3.org/2000/01/rdf-schema#label
DoG
https://neverblink.eu/ontologies/llm-kg/methods#embedKGQA
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#embedKGQA
http://www.w3.org/2000/01/rdf-schema#label
EmbedKGQA
https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG
http://www.w3.org/2000/01/rdf-schema#label
GNN-RAG
https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA
http://www.w3.org/2000/01/rdf-schema#label
Interactive-KBQA
https://neverblink.eu/ontologies/llm-kg/methods#lightPROF
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#lightPROF
http://www.w3.org/2000/01/rdf-schema#label
LightPROF
https://neverblink.eu/ontologies/llm-kg/methods#poG
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#poG
http://www.w3.org/2000/01/rdf-schema#label
PoG
https://neverblink.eu/ontologies/llm-kg/methods#readi
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#readi
http://www.w3.org/2000/01/rdf-schema#label
Readi
https://neverblink.eu/ontologies/llm-kg/methods#roG
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#roG
http://www.w3.org/2000/01/rdf-schema#label
RoG
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#transferNet
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#transferNet
http://www.w3.org/2000/01/rdf-schema#label
TransferNet
https://neverblink.eu/ontologies/llm-kg/methods#uniKGQA
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#uniKGQA
http://www.w3.org/2000/01/rdf-schema#label
UniKGQA
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/provenance
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion
http://www.w3.org/ns/prov#wasAttributedTo
https://neverblink.eu/ontologies/llm-kg/agent
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion
http://www.w3.org/ns/prov#wasDerivedFrom
https://doi.org/10.48550/arXiv.2505.15210
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/pubinfo
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://purl.org/dc/terms/created
2026-02-26T15:58:24.837Z
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://purl.org/dc/terms/creator
https://neverblink.eu/ontologies/llm-kg/agent
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://purl.org/nanopub/x/hasNanopubType
https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
http://www.w3.org/2000/01/rdf-schema#label
LLM-KG assessment for paper 10.48550/arXiv.2505.15210
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/sig
http://purl.org/nanopub/x/hasPublicKey
MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/sig
http://purl.org/nanopub/x/hasSignature
BhCXL5OhuoG4pSOBKw+2wwoL9xRpSnA/9kLvyDrKGe53zCIKp116K2nofXivxhPsDca/PGSfTHNdHoXKxQru6q3bqjOxS/fgpht5NPl7EykJmb2SNyIgf7QyXBx3+VaOMkiUnWyMunvxVcije67paY6YIYVjoiQiXu7gnBPn32zYNidKekh7am6YBVwcJqxuh1cTSv4DxJ7n1O7yd7X0KaPzAF+5yyM0Cx3v+w13AQDCRgKGsy8GLyWxPOy9i3OhZxznBYZnsh/kkZu/fP8qv+pUp37n4EmVz19nAugC4Vn+1C7edPKAE3RdgO7QenbZB5hzooF/CQBw9hVeWONFHw==
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/sig
http://purl.org/nanopub/x/hasSignatureTarget
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog
https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/sig
http://purl.org/nanopub/x/signedBy
https://neverblink.eu/ontologies/llm-kg/agent