https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/Head
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://www.nanopub.org/nschema#hasAssertion
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://www.nanopub.org/nschema#hasProvenance
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/provenance
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://www.nanopub.org/nschema#hasPublicationInfo
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/pubinfo
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMInference
http://www.w3.org/2000/01/rdf-schema#label
KG-enhanced LLM inference
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMInterpretability
http://www.w3.org/2000/01/rdf-schema#label
KG-enhanced LLM interpretability
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMPretraining
http://www.w3.org/2000/01/rdf-schema#label
KG-enhanced LLM pre-training
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGCompletion
http://www.w3.org/2000/01/rdf-schema#label
LLM-augmented KG completion
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGConstruction
http://www.w3.org/2000/01/rdf-schema#label
LLM-augmented KG construction
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGEmbedding
http://www.w3.org/2000/01/rdf-schema#label
LLM-augmented KG embedding
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGQuestionAnswering
http://www.w3.org/2000/01/rdf-schema#label
LLM-augmented KG question answering
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGToTextGeneration
http://www.w3.org/2000/01/rdf-schema#label
LLM-augmented KG to text generation
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/SynergizedKnowledgeRepresentation
http://www.w3.org/2000/01/rdf-schema#label
Synergized Knowledge Representation
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/SynergizedReasoning
http://www.w3.org/2000/01/rdf-schema#label
Synergized Reasoning
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
http://purl.org/dc/terms/description
This template allows you to annotate research papers with large language models(LLMs) and knowledge graphs(KGs) integration categories based on the Pan et al. (2024) roadmap (DOI: https://doi.org/10.48550/arXiv.2306.08302). This template includes the paper's DOI, its specific integration category, and the contributor who made the categorization.
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/AssertionTemplate
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
http://www.w3.org/2000/01/rdf-schema#label
Annotating paper with LLMs+KGs integration category
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
https://w3id.org/np/o/ntemplate/hasNanopubLabelPattern
LLMs+KGs integration category: ${category} for ${paper}
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
https://w3id.org/np/o/ntemplate/hasStatement
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/st1
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
https://w3id.org/np/o/ntemplate/hasTag
Annotations
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/RestrictedChoicePlaceholder
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/hasPrefix
https://neverblink.eu/ontologies/llm-kg/categories#
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/hasPrefixLabel
llm-kg
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMInference
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMInterpretability
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/KGEnhancedLLMPretraining
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGCompletion
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGConstruction
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGEmbedding
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGQuestionAnswering
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/LLMAugmentedKGToTextGeneration
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/SynergizedKnowledgeRepresentation
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/o/ntemplate/possibleValue
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/SynergizedReasoning
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/paper
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/UriPlaceholder
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/paper
https://w3id.org/np/o/ntemplate/hasPrefix
https://doi.org/
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/paper
https://w3id.org/np/o/ntemplate/hasPrefixLabel
the paper with DOI
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/paper
https://w3id.org/np/o/ntemplate/hasRegex
10.(\d)+/(\S)+
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/st1
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/category
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/st1
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://purl.org/dc/terms/subject
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/st1
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/paper
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/st1
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/RepeatableStatement
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/provenance
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/assertion
http://www.w3.org/ns/prov#wasAttributedTo
https://orcid.org/0000-0002-3080-0303
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/pubinfo
https://orcid.org/0000-0002-3080-0303
http://xmlns.com/foaf/0.1/name
Anastasiya Danilenka
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://purl.org/dc/terms/created
2026-01-20T08:45:25.576Z
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://purl.org/dc/terms/creator
https://orcid.org/0000-0002-3080-0303
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://purl.org/dc/terms/license
https://creativecommons.org/licenses/by/4.0/
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://purl.org/nanopub/x/supersedes
https://w3id.org/np/RAt9Pop6uAISyMUpwBY28kkA_n6mLwpYUIKh09xmJQtCg
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://purl.org/nanopub/x/wasCreatedAt
https://nanodash.knowledgepixels.com/
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
http://www.w3.org/2000/01/rdf-schema#label
Annotating paper with LLMs+KGs integration category
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate
https://w3id.org/np/RA7lSq6MuK_TIC6JMSHvLtee3lpLoZDOqLJCLXevnrPoU
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
https://w3id.org/np/RA0J4vUn_dekg-U1kK3AOEt02p9mT2WO03uGxLDec1jLw
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
https://w3id.org/np/RAoTD7udB2KtUuOuAe74tJi1t3VzK0DyWS7rYVAq1GRvw
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
https://w3id.org/np/RAukAcWHRDlkqxk7H2XNSegc1WnHI569INvNr-xdptDGI
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate
https://w3id.org/np/RA1XuAdO6LOtlPJgWiytJHFuK4BFHjQK5x7d9FVymzFnc
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/sig
http://purl.org/nanopub/x/hasPublicKey
MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/sig
http://purl.org/nanopub/x/hasSignature
CJ7zdX/Agg8jqqA75HfX3XazEikbkJZQ4tsPMwfXoKWduuhmMCgwoJ6esUu3c2gUDpUgZdYRkcK2nfYSDBze87pWnejiWT7KDgLJXjyepBm5+FMQurHyr5GSQyvZ2vuxweW2fCi2Va9rBSW/RxtzXluOVSO87FYbVJxDm0pZOcY4GC+rDfSvbFmcuAmZYSTdC30+avNZclvxHN/g7IN/TjSRYW0QgPegA5IYx3CeRx9LOk8hAnpNkSDtEqmV3PsQRJgs9SD1vLxzwFI3udb7GGkv2wkdJHx7j6UHBHCXYHf5QxUiP3KIDVHPRcOmFWaIDEeXDgG2by+as4RjXYHFDA==
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/sig
http://purl.org/nanopub/x/hasSignatureTarget
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0
https://w3id.org/np/RAXa2041ZMbvivCrsodh48mvlTdN1IFboAxWG8p_l37n0/sig
http://purl.org/nanopub/x/signedBy
https://orcid.org/0000-0002-3080-0303