https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/Head
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://www.nanopub.org/nschema#hasAssertion
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://www.nanopub.org/nschema#hasProvenance
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/provenance
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://www.nanopub.org/nschema#hasPublicationInfo
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/pubinfo
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/dc/terms/title
KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/describes
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingRetriever
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#FlanT5
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Gpt4
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#GraftNet
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#KdCoT
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Kelp
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Kgt5
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#KvMem
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#MindMap
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Nsm
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#PullNet
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Qgg
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#React
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#TransferNet
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought
https://doi.org/10.48550/arXiv.2506.00783
http://purl.org/spar/cito/discusses
https://neverblink.eu/ontologies/llm-kg/methods#UniKgqa
https://doi.org/10.48550/arXiv.2506.00783
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#Alpaca7B
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B
http://www.w3.org/2000/01/rdf-schema#label
Alpaca-7B
https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa
http://www.w3.org/2000/01/rdf-schema#label
ArcaneQA
https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever
http://www.w3.org/2000/01/rdf-schema#label
BM25 Retriever
https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting
http://www.w3.org/2000/01/rdf-schema#label
Chain-of-Thought (CoT) prompting
https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt
http://www.w3.org/2000/01/rdf-schema#label
ChatGPT
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#EmbeddingRetriever
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingRetriever
http://www.w3.org/2000/01/rdf-schema#label
Embedding Retriever
https://neverblink.eu/ontologies/llm-kg/methods#FlanT5
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#FlanT5
http://www.w3.org/2000/01/rdf-schema#label
Flan-T5
https://neverblink.eu/ontologies/llm-kg/methods#Gpt4
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Gpt4
http://www.w3.org/2000/01/rdf-schema#label
GPT-4
https://neverblink.eu/ontologies/llm-kg/methods#GraftNet
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#GraftNet
http://www.w3.org/2000/01/rdf-schema#label
GraftNet
https://neverblink.eu/ontologies/llm-kg/methods#KdCoT
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#KdCoT
http://www.w3.org/2000/01/rdf-schema#label
KD-CoT
https://neverblink.eu/ontologies/llm-kg/methods#Kelp
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Kelp
http://www.w3.org/2000/01/rdf-schema#label
KELP
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
http://purl.org/dc/terms/subject
https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
http://www.w3.org/2000/01/rdf-schema#comment
KG-TRACES is a unified framework that trains LLMs with explicit supervision from Knowledge Graph-derived paths and attribution-aware reasoning processes. This enables the LLM to perform structured, explainable, and attributable reasoning by internalizing KG-aligned reasoning patterns and generating explanations that are grounded in KG facts or inferred knowledge. This approach synergizes LLMs and KGs by teaching the LLM to effectively conduct reasoning with both.
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
http://www.w3.org/2000/01/rdf-schema#label
KG-TRACES
https://neverblink.eu/ontologies/llm-kg/methods#KgTraces
https://neverblink.eu/ontologies/llm-kg/hasTopCategory
https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG
https://neverblink.eu/ontologies/llm-kg/methods#Kgt5
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Kgt5
http://www.w3.org/2000/01/rdf-schema#label
KGT5
https://neverblink.eu/ontologies/llm-kg/methods#KvMem
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#KvMem
http://www.w3.org/2000/01/rdf-schema#label
KV-Mem
https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B
http://www.w3.org/2000/01/rdf-schema#label
LLaMA3.1-Chat-8B
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#Nsm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Nsm
http://www.w3.org/2000/01/rdf-schema#label
NSM
https://neverblink.eu/ontologies/llm-kg/methods#PullNet
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#PullNet
http://www.w3.org/2000/01/rdf-schema#label
PullNet
https://neverblink.eu/ontologies/llm-kg/methods#Qgg
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Qgg
http://www.w3.org/2000/01/rdf-schema#label
QGG
https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B
http://www.w3.org/2000/01/rdf-schema#label
Qwen2.5-Chat-7B
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#ReasoningOnGraphs
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs
http://www.w3.org/2000/01/rdf-schema#label
Reasoning on Graphs (RoG)
https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa
http://www.w3.org/2000/01/rdf-schema#label
RnG-KBQA
https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency
http://www.w3.org/2000/01/rdf-schema#label
Self-consistency
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e
http://www.w3.org/2000/01/rdf-schema#label
SR+NSM+E2E
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm
http://www.w3.org/2000/01/rdf-schema#label
SR+NSM
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph
http://www.w3.org/2000/01/rdf-schema#label
Think-on-Graph (ToG)
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0
http://www.w3.org/2000/01/rdf-schema#label
Think-on-Graph 2.0
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#TreeOfThought
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/spar/fabio/Workflow
https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought
http://www.w3.org/2000/01/rdf-schema#label
Tree-of-Thought (ToT)
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/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/provenance
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion
http://www.w3.org/ns/prov#wasAttributedTo
https://neverblink.eu/ontologies/llm-kg/agent
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/assertion
http://www.w3.org/ns/prov#wasDerivedFrom
https://doi.org/10.48550/arXiv.2506.00783
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/pubinfo
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://purl.org/dc/terms/created
2026-02-26T15:21:12.619Z
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://purl.org/dc/terms/creator
https://neverblink.eu/ontologies/llm-kg/agent
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://purl.org/nanopub/x/hasNanopubType
https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
http://www.w3.org/2000/01/rdf-schema#label
LLM-KG assessment for paper 10.48550/arXiv.2506.00783
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/sig
http://purl.org/nanopub/x/hasPublicKey
MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/sig
http://purl.org/nanopub/x/hasSignature
MwjqsZJnyg4yXRi09nvH91jZV96dy15A3MRsyuUfnJjKggtcgjgaatxzEBEaXw0p1sKgTqHMp4AP2v0VQalb4z6T6b71OWFBqt7DxRzhr4gvYMhinvTyiTaF3wE7LrbfEVicd/iI1jW1RG+wNTipJHr2gBf/UntKkZfGVQoBHd5LJe+F/FAAjffX8/3cFTgUS4pvDBz8cJ0Oc64b9rNvm8ggiO+pYXWjkgCZua7baEpChgfeOhBuoIPGiMqBY8gbwaE8cVFLUlrBATPnti15rjo3tsTqq3ACwH49YqvS2MOefthdXeQinIU9l2pOWWjNY2hVJsdBW4bfDa3lVF7x0A==
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/sig
http://purl.org/nanopub/x/hasSignatureTarget
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs
https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/sig
http://purl.org/nanopub/x/signedBy
https://neverblink.eu/ontologies/llm-kg/agent