Annotating paper with LLMs+KGs integration category (explore)

Annotating paper with LLMs+KGs integration category

https://w3id.org/np/RAnE8wrOgthwmzzkDpT01KTSsljrl9mmcB8jB1rO-ReL8

Status

Nanopublication

Annotating paper with LLMs+KGs integration category AssertionTemplate comment approve/disapprove edit as derived nanopublication create new with same template use template

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/np/o/ntemplate/AssertionTemplate assertion template .

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"Annotating paper with LLMs+KGs integration category"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion http://purl.org/dc/terms/description has the description (this is a literal)

"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."

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion https://w3id.org/np/o/ntemplate/hasTag has tag (this is a literal)

"Annotations"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion assigns a pattern used to generate a human-readable label for the whole nanopublication https://w3id.org/np/o/ntemplate/hasNanopubLabelPattern has the nanopub label pattern (this is a literal)

"LLMs+KGs integration category: ${category} for ${paper}"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../st1

st1

http://www.w3.org/1999/02/22-rdf-syntax-ns#subject has as subject This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../paper

paper

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../st1

st1

http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate has as predicate http://purl.org/dc/terms/subject

subject

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../st1

st1

http://www.w3.org/1999/02/22-rdf-syntax-ns#object has as object This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../type

type

http://www.w3.org/1999/02/22-rdf-syntax-ns#subject has as subject https://w3id.org/np/o/ntemplate/ASSERTION

ASSERTION

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../type

type

http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate has as predicate http://www.w3.org/1999/02/22-rdf-syntax-ns#type

is a

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../type

type

http://www.w3.org/1999/02/22-rdf-syntax-ns#object has as object http://www.w3.org/ns/prov#Entity

Entity

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion This assertion https://w3id.org/np/o/ntemplate/hasStatement includes This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../st1

st1

type

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../st1

st1

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/np/o/ntemplate/RepeatableStatement

repeatable statement

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/np/o/ntemplate/RestrictedChoicePlaceholder

Restricted choice placeholder

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../paper

paper

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/np/o/ntemplate/UriPlaceholder

URI placeholder

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMInference

KGEnhancedLLMInference

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMInterpretability

KGEnhancedLLMInterpretability

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMPretraining

KGEnhancedLLMPretraining

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGCompletion

LLMAugmentedKGCompletion

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGConstruction

LLMAugmentedKGConstruction

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGEmbedding

LLMAugmentedKGEmbedding

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGQuestionAnswering

LLMAugmentedKGQuestionAnswering

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGToTextGeneration

LLMAugmentedKGToTextGeneration

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../SynergizedKnowledgeRepresentation

SynergizedKnowledgeRepresentation

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../category

category

https://w3id.org/np/o/ntemplate/possibleValue has as possible value This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../SynergizedReasoning

SynergizedReasoning

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMInference

KGEnhancedLLMInference

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"KG-enhanced LLM inference"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMInterpretability

KGEnhancedLLMInterpretability

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"KG-enhanced LLM interpretability"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../KGEnhancedLLMPretraining

KGEnhancedLLMPretraining

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"KG-enhanced LLM pre-training"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGCompletion

LLMAugmentedKGCompletion

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"LLM-augmented KG completion"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGConstruction

LLMAugmentedKGConstruction

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"LLM-augmented KG construction"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGEmbedding

LLMAugmentedKGEmbedding

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"LLM-augmented KG embedding"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGQuestionAnswering

LLMAugmentedKGQuestionAnswering

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"LLM-augmented KG question answering"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../LLMAugmentedKGToTextGeneration

LLMAugmentedKGToTextGeneration

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"LLM-augmented KG to text generation"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../SynergizedKnowledgeRepresentation

SynergizedKnowledgeRepresentation

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"Synergized Knowledge Representation"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../SynergizedReasoning

SynergizedReasoning

http://www.w3.org/2000/01/rdf-schema#label is labeled as (this is a literal)

"Synergized Reasoning"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../paper

paper

https://w3id.org/np/o/ntemplate/hasPrefix has prefix (this is a literal)

"https://doi.org/"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../paper

paper

https://w3id.org/np/o/ntemplate/hasPrefixLabel has prefix label (this is a literal)

"the paper with DOI"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../paper

paper

https://w3id.org/np/o/ntemplate/hasRegex has regular expression (this is a literal)

"10.(\d)+/(\S)+"

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAnE8wrOgt.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-3080-0303

Anastasiya Danilenka

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication http://purl.org/nanopub/x/supersedes supersedes https://w3id.org/np/RAesH14APe...

RAesH14APe

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-3080-0303

Anastasiya Danilenka

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

https://orcid.org/0000-0002-3080-0303

Anastasiya Danilenka

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Anastasiya Danilenka"

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Annotating paper with LLMs+KGs integration category"

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-01-30T14:58:17.196Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RASDwdz5Wz...

RASDwdz5Wz

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template https://w3id.org/np/RA7lSq6MuK...

RA7lSq6MuK

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template https://w3id.org/np/RA0J4vUn_d...

RA0J4vUn_d

RAoTD7udB2

RAukAcWHRD

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAnosJSn16QpO5H1VxOxrwMH/H/b4lqyVo+/w5ri059ZaXR4GFN2l7rDusHTzgbyZ3Ifq2eEntFfnS3XrygI+AoIxoEob8jM1lEJstaCpSi3Kv+v9uD+s61HWL/4J7DyaVgycDcDFG7mOyemtUIU94hV9x5z2kXdFPfoffAlF8BRxKymOBMaCx/uOouxS/CCR4brlG6gXfU2d+13y/4PbiM3SxXdSKVAYaeSEA83ohAgJFhH3oZtZeuPhyENllRGxT5PVzqx59YVr10UV1VudiGIkqKjkcvGbfOoifZB38+uNN5DVBnLN4NcnoqqCAweoODWYUFOsjHTpobqA0+Ss0VwIDAQAB"

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"jS2vdisIbXCGOU6OENGzJJfRW/twDqDVmtIdHQ6HbklfVRQgMiNk9t5wN2DK+OuDf6eLp621uuX+RVqEFPKiqb6eJ2ADPyKAttzpFPJyYP9vXPBGa6l5RHdVfNNKWuqgkFdyg1I+ncB1Q4ipo28Gs0wWsij4GIXtLjb6TqlQ/zNbwuxkipiuo19LNBAEf2HHR2JIxc0pX2WnF17di8uqF5/d7Zish41P8uEt7s+zIiKtpHabSno7T4XsMmnxNZiKHEeT2lXZ9onjHhoj9lxAfI62z8pZq0Yd3hIxXssuqYta8BJkToQVx7Qe19Qy5vVhSYGIsakLnHcZrjQnJZCzNA=="

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAnE8wrOgt.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-3080-0303

Anastasiya Danilenka

This is the identifier for this whole nanopublication. https://w3id.org/np/RAnE8wrOgt... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/

nanodash.knowledgepixels.com

Anastasiya Danilenka, 30 Jan 2026, 14:58:17 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
https://w3id.org/np/RAWulyuueH... RAWulyuueH	links a nanopublication to its pubinfo http://www.nanopub.org/nschema#hasPublicationInfo pubinfo	https://w3id.org/np/RAWulyuueH... RAWulyuueH	http://purl.org/nanopub/x/supersedes supersedes	RAnE8wrOgt	Anastasiya Danilenka	2026-02-06T13:31:08.209Z

Raw

TriG(txt), JSON-LD(txt), N-Quads(txt), XML(txt)