Semantic Web, Ontology & Knowledge Graph Resources
1. Interactive Playgrounds & Training
- https://microsoft.github.io/Ontology-Playground/#/
- https://github.com/microsoft/Ontology-Playground
- https://www.tesseract.academy/ontology-training/
- https://shacl.org/playground/
- https://json-ld.org/playground/
- https://yasgui.triply.cc/
- http://vowl.visualdataweb.org/webvowl.html
- https://jesstalisman-ia.github.io/ontology-pipeline/
- https://jesstalisman-ia.github.io/intentional-arrangement-skos/
- https://github.com/jesstalisman-ia/intentional-arrangement-skos
- https://github.com/sparna-git/skos-play
- https://github.com/sparna-git/skos-playskos-testing-tool
- https://shacl-play.sparna.fr
- https://shacl-playground.zazuko.com
- https://sketch.zazuko.com
- https://service.tib.eu/webvowl
- https://sparnatural.eu
2. Courses, Books & Lecture Material
- https://kgbook.org/
- https://kgbook.org/book/
- https://arxiv.org/abs/2003.02320
- https://book.validatingrdf.com/
- https://linkeddatabook.com/editions/1.0/
- https://lodbook.org/
- https://patterns.dataincubator.org/book/
- https://web.stanford.edu/class/cs520/
- https://www.w3.org/2009/Talks/0615-qbe/
- https://www.michaeldebellis.com/post/new_protege_pizza_tutorial
- https://www.ontotext.com/knowledgehub/fundamentals/
- https://ontotext.com/knowledgehub/fundamentals/what-is-a-knowledge-graph/
- https://www.freecodecamp.org/news/how-to-build-a-knowledge-graph-with-python-and-neo4j-handbook/
- https://ischools.org/discipline-of-organizing
- https://clir.org/pubs/reports/pub91
- https://technicspub.com/ontology-pipeline
- https://niso.org/publications/understanding-metadata
- https://campus.dariah.eu/resources/hosted/controlled-vocabularies-and-skos
- https://hedden-information.com/skos-taxonomies
- https://programminghistorian.org/en/lessons/analyzing-documents-with-tfidf
- https://tidytextmining.com/tfidf.html
- https://melaniewalsh.github.io
- https://semantechs.co.uk/Ontology_Course/
3. Semantic Web & Linked Data Overview
- https://www.w3.org/standards/semanticweb/
- https://www.w3.org/wiki/SemanticWeb
- https://www.w3.org/2001/sw/wiki/Main_Page
- https://www.w3.org/DesignIssues/LinkedData.html
- https://www.w3.org/wiki/LinkedData
- https://www.w3.org/wiki/Category:Tutorials
- https://www.w3.org/TR/cooluris/
- https://www.w3.org/TR/ld-bp/
- https://www.w3.org/TR/dwbp/
4. RDF
- https://www.w3.org/RDF/
- https://www.w3.org/TR/rdf11-primer/
- https://www.w3.org/TR/rdf11-concepts/
- https://www.w3.org/TR/rdf11-mt/
- https://www.w3.org/wiki/RdfTutorial
Serializations
- https://www.w3.org/TR/turtle/
- https://www.w3.org/TR/trig/
- https://www.w3.org/TR/n-triples/
- https://www.w3.org/TR/n-quads/
- https://www.w3.org/TR/json-ld11/
- https://www.w3.org/TR/json-ld11-api/
- https://w3.org/TR/rdf-canon
- https://w3.org/TR/1999/REC-rdf-syntax-19990222
- https://w3.org/RDF/Validator
- https://w3.org/2005/Incubator/lld/XGR-lld-vocabdataset-20111025
Additional Serializations & Formats
- https://w3.org/TR/rdf-syntax-grammar
- https://w3.org/TR/rdfa-core
- https://w3.org/TeamSubmission/n3
- https://w3.org/TR/rdf-json
- https://w3.org/2004/03/trix
- https://w3.org/TR/microdata-rdf
- https://w3.org/TR/tabular-data-model
- https://rdfhdt.org
- https://w3id.org/jelly
- https://jena.apache.org/documentation/io/rdf-binary.html
- https://w3c.github.io/rdf-star
5. RDFS & OWL
- https://www.w3.org/TR/rdf-schema/
- https://www.w3.org/TR/rdfs11/
- https://www.w3.org/OWL/
- https://www.w3.org/TR/owl2-overview/
- https://www.w3.org/TR/owl2-primer/
- https://www.w3.org/TR/owl2-quick-reference/
- https://www.w3.org/TR/owl2-syntax/
- https://www.w3.org/TR/owl2-profiles/
- https://www.w3.org/TR/owl2-manchester-syntax/
- https://www.w3.org/TR/owl2-direct-semantics/
- https://www.w3.org/TR/owl2-rdf-based-semantics/
- https://www.w3.org/wiki/OWL/Primer
- https://w3.org/TR/rdf12-schema
6. SHACL & ShEx
- https://www.w3.org/TR/shacl/
- https://www.w3.org/TR/shacl-af/
- https://www.w3.org/wiki/Shacl
- https://www.w3.org/ns/shacl
- https://github.com/w3c/shacl-resources
- https://github.com/w3c/data-shapes
- https://github.com/RDFLib/pySHACL
- https://github.com/TopQuadrant/shacl
- https://jena.apache.org/documentation/shacl/
- https://shex.io/
- https://shex.io/shex-primer/
7. SPARQL
- https://www.w3.org/TR/sparql11-overview/
- https://www.w3.org/TR/sparql11-query/
- https://www.w3.org/TR/sparql11-update/
- https://www.w3.org/TR/sparql11-protocol/
- https://www.w3.org/TR/sparql11-federated-query/
- https://www.w3.org/TR/sparql11-service-description/
- https://www.w3.org/TR/sparql11-entailment/
- https://www.w3.org/wiki/SparqlTutorial
- https://www.wikidata.org/wiki/Wikidata:SPARQL_tutorial
- https://www.wikidata.org/wiki/Wikidata:SPARQL_query_service/queries/examples
- https://jena.apache.org/tutorials/sparql.html
- https://jena.apache.org/documentation/query/
- https://github.com/w3c/sparql-dev
- https://sparql-anything.cc
8. Vocabularies & Metadata Standards
- https://www.w3.org/TR/skos-primer/
- https://www.w3.org/TR/skos-reference/
- https://www.w3.org/2004/02/skos/
- https://www.w3.org/TR/prov-o/
- https://www.w3.org/ns/prov
- https://www.w3.org/TR/vocab-dcat-3/
- https://www.w3.org/ns/dcat
- https://www.w3.org/TR/void/
- https://www.w3.org/TR/ldp/
- https://www.w3.org/TR/vocab-org/
- https://www.w3.org/TR/owl-time/
- https://www.dublincore.org/specifications/dublin-core/dcmi-terms/
- https://schema.org/
- https://schema.org/docs/gs.html
- https://w3.org/TR/skos-reference/skos-xl.html
- https://w3.org/2006/time
- https://w3.org/TR/vocab-data-cube
- https://purl.org/net/p-plan
- https://xmlns.com/foaf/spec
- https://w3.org/TR/NOTE-datetime
- https://dublincore.org
- https://dublincore.org/about/history
9. Emerging Standards (RDF 1.2 / SHACL 1.2 / SPARQL 1.2)
- https://www.w3.org/TR/rdf12-primer/
- https://www.w3.org/TR/rdf12-concepts/
- https://www.w3.org/TR/rdf12-turtle/
- https://www.w3.org/TR/rdf12-semantics/
- https://www.w3.org/TR/sparql12-overview/
- https://www.w3.org/TR/sparql12-query/
- https://w3c.github.io/data-shapes/shacl12-overview/
- https://w3c.github.io/shacl/shacl-core/
- https://w3c.github.io/shacl/shacl-sparql/
- https://github.com/w3c/rdf-star
- https://github.com/w3c/rdf-primer
- https://w3.org/TR/rdf12-n-triples
- https://w3.org/TR/rdf12-n-quads
- https://w3.org/TR/rdf12-trig
- https://w3.org/TR/rdf12-xml
- https://w3.org/TR/sparql12-update
10. Knowledge Graphs
- https://neo4j.com/whitepapers/knowledge-graph/
- https://neo4j.com/docs/getting-started/data-modeling/tutorial-data-modeling/
- https://neo4j.com/labs/neosemantics/
- https://opencypher.org/
- https://github.com/Knowledge-Graph-Hub
- https://linkml.io/
- https://linkml.io/linkml/
- https://github.com/FalkorDB/FalkorDB
- https://graphql.org
11. Knowledge Graphs + LLMs (GraphRAG & Extraction)
- https://microsoft.github.io/graphrag/
- https://arxiv.org/abs/2404.16130
- https://arxiv.org/abs/2306.08302
- https://neo4j.com/docs/neo4j-graphrag-python/current/
- https://raphaelmansuy.github.io/edgextract/
- https://www.llamaindex.ai/glossary/knowledge-graph-extraction
- https://ceur-ws.org/Vol-3749/genesy-04.pdf
- https://arxiv.org/abs/2310.04835
- https://arxiv.org/abs/2208.11652
- https://github.com/idiap/tutorial-biokg-meet-llm
- https://github.com/topoteretes/cognee
- https://github.com/OpenSPG/KAG
- https://cognee.ai
- https://help.getzep.com/graphiti
- https://getzep.com
- https://trustgraph.ai
- https://mem0.ai
- https://github.com/semantification-org/Ontofelia
- https://monarch-initiative.github.io/ontogpt
- https://arxiv.org/abs/2311.07509
- https://arxiv.org/abs/2405.11706
- https://arxiv.org/abs/2412.15235
- https://arxiv.org/abs/2504.14891
- https://arxiv.org/abs/2410.08085
- https://arxiv.org/abs/2405.20163
- https://arxiv.org/abs/2504.07087
- https://arxiv.org/abs/2306.04136
- https://arxiv.org/abs/2005.11401
12. Mapping Relational/Other Data to RDF
- https://www.w3.org/TR/r2rml/
- https://www.w3.org/TR/rdb-direct-mapping/
- https://rml.io/
- https://github.com/ontop/ontop
- https://morph-kgc.readthedocs.io
- https://ontop-vkg.org
- https://openrefine.org/extensions
- https://xls2rdf.sparna.fr
- https://etl.linkedpipes.com
- https://cefriel.github.io/chimera
- https://usc-isi-i2.github.io/karma
- https://grlc.io
13. Ontology Engineering & Design
- https://protege.stanford.edu/publications/ontology_development/ontology101.pdf
- http://ontologydesignpatterns.org/
- https://oops.linkeddata.es/
- https://obofoundry.org/principles/fp-000-summary.html
- https://obofoundry.org/
- https://basic-formal-ontology.org/
- https://spec.edmcouncil.org/fibo/
- https://robot.obolibrary.org/
- https://github.com/ontodev/robot
- https://github.com/dgarijo/Widoco
- https://incatools.github.io/ontology-development-kit
- https://dgarijo.github.io/Widoco
- https://foops.linkeddata.es
- https://services.stageportal.lirmm.fr/fairness
- https://cs.ox.ac.uk/isg/tools/LogMap
- https://oaei.ontologymatching.org
- https://github.com/cmader/qSKOS
- https://github.com/NatLibFi/Skosify
- https://ceur-ws.org/Vol-3630/LWDA2023-paper25.pdf
14. Ontology Editors
- https://protege.stanford.edu/
- https://protegeproject.github.io/protege/
- https://protegewiki.stanford.edu/wiki/Main_Page
- https://webprotege.stanford.edu/
- https://github.com/protegeproject/webprotege
- https://www.topquadrant.com/technology/topbraid-composer/
- https://vocbench.uniroma2.it
- https://vocabularyserver.com
- https://github.com/openskos/openskos
- https://github.com/souslesens/souslesensVocables
- https://github.com/RDFLib/VocPrez
- https://skosmos.org
15. Reasoners & OWL Libraries
- https://github.com/owlcs/owlapi
- https://github.com/liveontologies/elk-reasoner
- http://www.hermit-reasoner.com/
- https://owlready2.readthedocs.io/
- https://github.com/stardog-union/pellet
- https://github.com/Galigator/openllet
- https://owl.cs.manchester.ac.uk/tools/fact
- https://derivo.de/produkte/konclude
- https://cs.ox.ac.uk/isg/tools/Sequoia
- https://elk.semanticweb.org
- https://github.com/INCATools/whelk
- https://owl-rl.readthedocs.io
- https://reasonable.gtf.fyi
- https://eulersharp.sourceforge.net
- https://julianmendez.github.io/cel
- https://julianmendez.github.io/jcel
- https://pypi.org/project/fuxi
- https://flora.sourceforge.net
- https://bitbucket.org/jibalamy/owlready2
- https://pypi.org/project/pyshacl
16. Triple Stores, Frameworks & Libraries
Apache Jena
- https://jena.apache.org/
- https://jena.apache.org/tutorials/
- https://jena.apache.org/documentation/rdf/
- https://jena.apache.org/documentation/rdfs/
- https://jena.apache.org/documentation/ontology/
- https://jena.apache.org/documentation/fuseki2/
- https://github.com/apache/jena
Eclipse RDF4J
- https://rdf4j.org/
- https://rdf4j.org/documentation/
- https://rdf4j.org/documentation/programming/
- https://rdf4j.org/documentation/tools/
- https://github.com/eclipse-rdf4j/rdf4j
RDFLib (Python)
Others
- https://graphdb.ontotext.com/
- https://graphdb.ontotext.com/documentation/
- https://github.com/ontotext/graphdb-free
- https://github.com/oxigraph/oxigraph
- https://github.com/ad-freiburg/qlever
- https://virtuoso.openlinksw.com/
- https://docs.stardog.com/
- https://github.com/LinkedDataFragments/Server
- https://linkeddata.uriburner.com/
- https://oxigraph.org
- https://qlever.dev
- https://blazegraph.com
- https://oxfordsemantic.tech
- https://stardog.com
- https://allegrograph.com
- https://aws.amazon.com/neptune
- https://neo4j.com
- https://wikiba.se
- https://mediawiki.org/wiki/Wikibase/Indexing/RDF_Dump_Format
- https://dotnetrdf.org
- https://github.com/rdfjs/N3.js
- https://pchampin.github.io/sophia_rs
- https://comunica.dev
- https://graphresearchlabs.com
17. Semantic Layer & Enterprise Platforms
- https://timbr.ai
- https://getsemantica.ai
- https://docs.getsemantica.ai/
- https://github.com/semantica-agi/semantica
- https://www.cube.dev/
- https://docs.getdbt.com/docs/use-dbt-semantic-layer/dbt-sl
- https://topquadrant.com/topbraid-edg
- https://graphwise.ai
- https://synaptica.com
- https://accessinn.com
- https://metaphacts.com
18. Metadata Catalogs & Data Governance
- https://open-metadata.org
- https://docs.open-metadata.org/
- https://github.com/open-metadata/OpenMetadata
- https://www.getcollate.io
- https://datahubproject.io/
- https://atlas.apache.org/
19. Public Datasets, Registries & Ontology Catalogs
- https://www.dbpedia.org/
- https://dbpedia.org/sparql
- https://www.wikidata.org/
- https://query.wikidata.org/
- https://lod-cloud.net/
- https://lov.linkeddata.es/
- https://lov.linkeddata.es/dataset/lov/
- https://bioportal.bioontology.org/
- https://www.ebi.ac.uk/ols4/
- https://www.ebi.ac.uk/ols4/ontologies
Linked Open Data Sources
- https://vocab.getty.edu
- https://id.loc.gov
- https://viaf.org
- https://isni.org
- https://fast.oclc.org
- https://id.oclc.org/worldcat/entity
- https://d-nb.info/standards/elementset/gnd
- https://data.bnf.fr
- https://pro.europeana.eu/page/linked-open-data
- https://geonames.org/ontology
- https://pleiades.stoa.org
- https://op.europa.eu/en/web/eu-vocabularies
- https://publications.europa.eu/webapi/rdf/sparql
- https://agrovoc.fao.org/sparql
- https://vocabularies.unesco.org
- https://id.nlm.nih.gov/mesh
- https://sparql.bioontology.org
- https://sparql.uniprot.org
- https://bio2rdf.org
- https://yago-knowledge.org
- https://babelnet.org
- https://orcid.org
- https://ror.org
- https://opencitations.net
- https://datacommons.org
Registries & Directories
- https://openknowledgegraphs.com
- https://bartoc.org
- https://rd-alliance.github.io/metadata-directory
- https://archivo.dbpedia.org
- https://w3.org/2001/sw/wiki/SKOS/Datasets
- https://libraryworkflowexchange.org
- https://jessicatalisman.substack.com/p/open-and-free-taxonomies-and-thesauri
20. W3C Semantic Web Tool Wikis
- https://www.w3.org/2001/sw/wiki/Tools
- https://www.w3.org/2001/sw/wiki/Editor
- https://www.w3.org/2001/sw/wiki/Query
- https://www.w3.org/2001/sw/wiki/Validator
21. Journals, Conferences, Communities & Curated Lists
- https://www.semantic-web-journal.net/
- https://drops.dagstuhl.de/entities/journal/TGDK
- https://iswc.semanticweb.org/
- https://eswc-conferences.org/
- https://www.semantic-web-gr.org/
- https://github.com/semantalytics/awesome-semantic-web
- https://github.com/AKSW/awesome-knowledge-graphs
- https://github.com/ontodev/awesome-ontology
- https://github.com/heathersherry/knowledge-Graph-Tutorials-and-Papers
22. SKOS Extensions & Mapping Standards
- https://rdf-vocabulary.ddialliance.org/xkos
- https://linked-statistics.github.io/xkos
- https://dublincore.org/specifications/skos-thes/ns
- https://skos.um.es/TR/uneskos
- https://w3.org/2016/05/ontolex
- https://mapping-commons.github.io/sssom
- https://interoperable-europe.ec.europa.eu
- https://semiceu.github.io/DCAT-AP
- https://lov.linkeddata.es/dataset/lov/vocabs/skos
- https://lov.linkeddata.es/dataset/lov/vocabs/skosxl
23. Vocabulary Construction, Metadata & Cataloguing Standards
Vocabulary & Thesaurus Construction
- https://niso.org/publications/ansiniso-z3919-2005-r2010
- https://iso.org/standard/53657.html
- https://iso.org/obp/ui/en/#iso:std:iso:25964:-2
- https://niso.org/schemas/iso25964
Dublin Core as a Standard
- https://rfc-editor.org/rfc/rfc2413.txt
- https://niso.org/publications/ansiniso-z3985-2012-dublin-core-metadata-element-set
- https://iso.org/standard/71341.html
- https://dublincore.org/specifications/dublin-core/application-profile-guidelines
- https://dublincore.org/specifications/dublin-core/profile-guidelines
- https://dublincore.org/specifications/dublin-core/dcmes-qualifiers
Cataloguing Rules & Bibliographic Models
- https://en.wikipedia.org/wiki/Anglo-American_Cataloguing_Rules
- https://rdatoolkit.org
- https://repository.ifla.org
- https://ifla.org
- https://loc.gov/bibframe
- https://en.wikipedia.org/wiki/Authority_control
- https://en.wikipedia.org/wiki/Golden_record_(informatics)
- https://en.wikipedia.org/wiki/Schema_crosswalk
- https://en.wikipedia.org/wiki/FAIR_data
24. Metadata Schemas & Element Sets
- https://loc.gov/marc
- https://loc.gov/standards/marcxml
- https://loc.gov/standards/mods
- https://loc.gov/standards/mads
- https://loc.gov/standards/mets
- https://loc.gov/standards/premis
- https://loc.gov/standards/mix
- https://vraweb.org/vra-core-data-standard
- https://loc.gov/standards/vracore
- https://lido-schema.org
- https://pro.europeana.eu/page/metadata
- https://pro.dp.la/hubs/metadata-application-profile
- https://dwc.tdwg.org
- https://eml.ecoinformatics.org
- https://ddialliance.org
- https://sdmx.org
- https://iptc.org
- https://en.wikipedia.org/wiki/IPTC_Information_Interchange_Model
- https://adobe.com/products/xmp.html
- https://pbcore.org
- https://gs1us.org
- https://cdisc.org
- https://fhir.org
- https://ohdsi.github.io/CommonDataModel
- https://dublincore.org/about/lrmi
- https://mlcommons.org/working-groups/data/croissant
- https://jessicatalisman.substack.com/p/metadata-application-profile-example
25. Published Vocabularies, Thesauri & Ontologies
Libraries, Archives & Cultural Heritage
- https://loc.gov/aba/cataloging/subject
- https://loc.gov/aba/publications/FreeLCSH
- https://loc.gov/catdir/cpso/lcco
- https://worldcat.org
- https://oclc.org/en/worldcat/inside-worldcat.html
- https://getty.edu/research/tools/vocabularies
- https://metadata.un.org/thesaurus
- https://libris.kb.se
- https://iptc.org/standards/newscodes
- https://iptc.org/standards/media-topics
- https://iabtechlab.com/standards/content-taxonomy
Life Sciences & Health
- https://meshb.nlm.nih.gov
- https://snomed.org
- https://nlm.nih.gov/healthit/snomedct
- https://nlm.nih.gov/research/umls
- https://nlm.nih.gov/research/umls/rxnorm
- https://geneontology.org
- https://ncbi.nlm.nih.gov/Taxonomy
- https://catalogueoflife.org
- https://gbif.org
- https://bioportal.bioontology.org/ontologies/PLOSTHES
- https://bioportal.bioontology.org/ontologies/NLMVS
- https://bioportal.bioontology.org/ontologies/BIOLINK
- https://pmc.ncbi.nlm.nih.gov/articles/PMC4749162
Agriculture & Environment
- https://fao.org/agrovoc
- https://eionet.europa.eu/gemet
- https://agclass.nal.usda.gov
- https://nrcs.usda.gov
- https://data.nist.gov
Finance & Business
- https://finregont.com
- https://github.com/RinkeHoekstra/lkif-core
- https://ifrs.org/issued-standards/ifrs-taxonomy
- https://finance.ec.europa.eu
- https://openfunds.org
- https://unstats.un.org/unsd/classifications/Econ/ISIC
- https://data.europa.eu/ux2/nace2.1/nace2.1
- https://census.gov/naics
- https://ec.europa.eu/eurostat
Government, Law & Public Sector
Skills & Occupations
- https://esco.ec.europa.eu/en/classification
- https://data.europa.eu/esco/model
- https://niccs.cisa.gov/tools/nice-framework
- https://dol.gov/agencies/odg/taxonomy
Computing, Engineering & Research Fields
- https://dl.acm.org/ccs
- https://arxiv.org/category_taxonomy
- https://cso.kmi.open.ac.uk
- https://ieee.org/publications/services/thesaurus-access-page
- https://cwe.mitre.org
- https://wiki.en.it-processmaps.com
- https://visual-paradigm.com/guide/togaf
- https://zbw.eu/stw
- https://gesis.org/en/services/research/thesauri-und-klassifikationen/social-science-thesaurus
- https://w3id.org/pko
Commerce & Products
- https://google.com/basepages/producttype/taxonomy.en-US.txt
- https://shopify.github.io/product-taxonomy
- https://developers.facebook.com
- https://webservices.amazon.com
- https://ungm.org/public/unspsc
- https://gs1.org/standards/gpc
Open Taxonomies about Artificial Intelligence
- https://i-aida.org/aida-taxonomy
- https://congress.gov/crs-product/IG10077
- https://airisk.mit.edu
- https://theodi.cdn.ngo
- https://cltc.berkeley.edu
- https://southampton.ac.uk
- https://digital-strategy.ec.europa.eu
26. Validation, Quality & Visualization Tools
Visualization
27. Articles & Papers
Semantic Web Foundations
- https://lassila.org/publications/2001/SciAm.html
- https://dlib.org/dlib/may98/miller/05miller.html
- https://arxiv.org/abs/1302.1224
- https://journal.code4lib.org
- https://isko.org/cyclo/skos
SKOS Quality, Alignment & Practice
- https://arxiv.org/abs/1206.1339
- https://blog.sparna.fr
- https://bobdc.com/blog/what-skos-xl-adds-to-skos
- https://michaeldebellis.com/post/skosintro
Context, Relevance & Categorization
Knowledge Graphs, Ontologies & Language Models
- https://arxiv.org/abs/2002.06177
- https://doi.org/10.1002/aaai.12036
- https://doi.org/10.1007/s10462-023-10448-w
- https://doi.org/10.3390/make7020038
- https://journal.code4lib.org/articles/18277
Taxonomies & Language Models
- https://arxiv.org/abs/2406.01506
- https://arxiv.org/abs/2403.09207
- https://arxiv.org/abs/2412.08258
- https://arxiv.org/abs/2408.12622
- https://arxiv.org/abs/2401.05778
- https://doi.org/10.1177/09610006261442170
- https://doi.org/10.5860/crl.84.1.30
- https://doi.org/10.1038/s41598-025-22272-z
Provenance, Truth & the Information Ecosystem
- https://doi.org/10.1007/s11948-025-00529-0
- https://doi.org/10.1162/coli_a_00558
- https://doi.org/10.1098/rsos.240197
- https://doi.org/10.1126/science.aap9559
- https://doi.org/10.1007/s10502-024-09463-9
- https://pmc.ncbi.nlm.nih.gov/articles/PMC12376154
- https://arxiv.org/abs/2602.21045
- https://inform.nu
- https://pmc.ncbi.nlm.nih.gov/articles/PMC1297534
- https://sydneysymposium.unsw.edu.au
- https://techpolicy.press
- https://fathomjournal.org
Knowledge Management & Organizing
- https://doi.org/10.1504/IJKMS.2025.146083
- https://programmablemutter.com
- https://incompleteideas.net
- https://arxiv.org/abs/2001.08361
Data Quality & Metadata Management
- https://ibm.com/think/topics/data-quality
- https://forrester.com
- https://gartner.com/en/documents/4009116
- https://ey.com
- https://dataversity.net
- https://blogs.oracle.com
- https://loc.gov/aba/pcc
Press & Vendor Reporting
- https://technologyreview.com
- https://news.mit.edu
- https://nature.com
- https://hpcwire.com/bigdatawire
- https://learn.microsoft.com/en-us/fabric/graph/graph-data-models
- https://senzing.com/library-science-ai-systems-thesaurus
28. Intentional Arrangement Essays (Jessica Talisman)
The Framework
- https://jessicatalisman.substack.com/p/the-ontology-pipeline
- https://jessicatalisman.substack.com/p/the-ontology-pipeline-refreshed
- https://jessicatalisman.substack.com/p/intentional-arrangement
- https://jessicatalisman.substack.com/p/a-hoard-and-a-collection
- https://jessicatalisman.substack.com/p/my-upcoming-book
- https://moderndata101.substack.com/cp/197027909
Standards & the Data Model
- https://jessicatalisman.substack.com/p/rdf-and-symbolic-ai
- https://jessicatalisman.substack.com/p/the-semantics-of-semantics
- https://jessicatalisman.substack.com/p/semantics-evolved
- https://jessicatalisman.substack.com/p/ontology-glossary
Controlled Vocabularies & Guidelines
- https://jessicatalisman.substack.com/p/controlled-vocabulary-part-i
- https://jessicatalisman.substack.com/p/controlled-vocabularies-part-ii
- https://jessicatalisman.substack.com/p/controlled-vocabularies
- https://jessicatalisman.substack.com/p/how-to-reconcile-terms
- https://jessicatalisman.substack.com/p/language-for-language-models
- https://jessicatalisman.substack.com/p/language-is-political
- https://jessicatalisman.substack.com/p/language-is-the-bridge
Metadata Schemas
- https://jessicatalisman.substack.com/p/metadata-as-a-data-model
- https://jessicatalisman.substack.com/p/metadata-as-a-data-model-b68
- https://jessicatalisman.substack.com/p/metadata-as-a-data-model-ec0
- https://jessicatalisman.substack.com/p/from-metadata-to-meaning-the-knowledge
Taxonomies
- https://jessicatalisman.substack.com/p/a-practitioners-guide-to-taxonomies
- https://jessicatalisman.substack.com/p/a-practitioners-guide-to-taxonomies-fcb
- https://jessicatalisman.substack.com/p/a-practitioners-guide-to-taxonomies-e4f
- https://jessicatalisman.substack.com/p/a-practitioners-guide-to-taxonomies-9ab
- https://jessicatalisman.substack.com/p/taxonomies-all-the-way-down
Thesauri
- https://jessicatalisman.substack.com/p/knowledge-graph-lite
- https://jessicatalisman.substack.com/p/knowledge-graph-lite-part-ii
- https://jessicatalisman.substack.com/p/knowledge-graph-lite-part-iii
- https://jessicatalisman.substack.com/p/thesaurus
Ontologies
- https://jessicatalisman.substack.com/p/ontology
- https://jessicatalisman.substack.com/p/ontology-part-ii
- https://jessicatalisman.substack.com/p/ontology-part-iii
- https://jessicatalisman.substack.com/p/ontology-part-iv
- https://jessicatalisman.substack.com/p/concept-models-and-ontologies
- https://jessicatalisman.substack.com/p/ontologies-and-other-myths
- https://jessicatalisman.substack.com/p/ontologies-misunderstood
- https://jessicatalisman.substack.com/p/ontologiessome-perspectives
- https://jessicatalisman.substack.com/p/not-an-ontology
- https://jessicatalisman.substack.com/p/the-question-is-the-contract
- https://williaminmon.substack.com/cp/187891927
- https://williaminmon.substack.com/cp/188391546
- https://contextandchaos.substack.com/cp/185458632
Knowledge Graphs
- https://jessicatalisman.substack.com/p/knowledge-graphs-part-i
- https://jessicatalisman.substack.com/p/knowledge-graphs-part-ii
- https://jessicatalisman.substack.com/p/knowledge-graphs-part-iii
- https://jessicatalisman.substack.com/p/choosing-the-right-graph
- https://jessicatalisman.substack.com/p/context-graphs-and-process-knowledge
- https://jessicatalisman.substack.com/p/semantic-and-knowledge-graph-roles
Published Vocabularies & Registries
Tools & Builds
- https://jessicatalisman.substack.com/p/intentional-arrangement-skos-thesaurus
- https://jessicatalisman.substack.com/p/ontology-pipeline-studio
- https://jessicatalisman.substack.com/p/rdf-wiki-and-the-semantic-lair
- https://jessicatalisman.substack.com/p/kitchen-semantics
- https://jessicatalisman.substack.com/p/kitchen-semantics-part-ii
- https://jessicatalisman.substack.com/p/steal-this-deck
- https://jessicatalisman.substack.com/p/ai-semantic-readiness-assessment
Context & Knowledge Management
- https://jessicatalisman.substack.com/p/the-context-problem
- https://jessicatalisman.substack.com/p/the-context-gap
- https://jessicatalisman.substack.com/p/the-context-game
- https://jessicatalisman.substack.com/p/the-context-spectrum
- https://jessicatalisman.substack.com/p/context-layers-from-first-principles
- https://jessicatalisman.substack.com/p/context-is-a-property-not-an-object
- https://jessicatalisman.substack.com/p/process-knowledge-management
- https://jessicatalisman.substack.com/p/process-knowledge-management-part
- https://jessicatalisman.substack.com/p/process-knowledge-management-part-c45
- https://jessicatalisman.substack.com/p/process-knowledge-management-part-63a
- https://jessicatalisman.substack.com/p/before-the-structure
- https://jessicatalisman.substack.com/p/systems-for-organizing
- https://jessicatalisman.substack.com/p/relationships-and-knowledge-systems
- https://jessicatalisman.substack.com/p/knowledge-is-not-data
- https://jessicatalisman.substack.com/p/knowledge-management-is-the-vibe
- https://jessicatalisman.substack.com/p/where-provenance-ends-knowledge-decays
- https://jessicatalisman.substack.com/p/a-two-week-sprint-for-knowledge
- https://jessicatalisman.substack.com/p/the-semantic-infrastructure-opportunity
- https://moderndata101.substack.com/cp/193222342
Artificial Intelligence
- https://jessicatalisman.substack.com/p/augmentation-before-automation
- https://jessicatalisman.substack.com/p/why-ai-isnt-autonomous-yet-181
- https://jessicatalisman.substack.com/p/why-ai-isnt-autonomous-yet
- https://jessicatalisman.substack.com/p/why-ai-isnt-autonomous-yet-665
- https://jessicatalisman.substack.com/p/why-ai-isnt-autonomous-yet-ea2
- https://jessicatalisman.substack.com/p/smarter-than-a-fifth-grader
- https://jessicatalisman.substack.com/p/the-unbearable-lightness-of-meaning
- https://jessicatalisman.substack.com/p/shrimp-jesus-and-the-lobster-who
- https://jessicatalisman.substack.com/p/wiki-without-the-pedia
- https://jessicatalisman.substack.com/p/how-to-plagiarize
- https://jessicatalisman.substack.com/p/discipline-is-taste
Provenance, Truth & Society
- https://jessicatalisman.substack.com/p/the-internet-of-probability
- https://jessicatalisman.substack.com/p/when-the-commons-disappears
- https://jessicatalisman.substack.com/p/were-losing-the-ability-to-read
- https://jessicatalisman.substack.com/p/the-eu-ai-act-and-descriptive-access
- https://jessicatalisman.substack.com/p/the-trillion-dollar-rebranding
- https://jessicatalisman.substack.com/p/the-convenience-trap
- https://jessicatalisman.substack.com/p/the-death-of-dialogue
- https://jessicatalisman.substack.com/p/owning-solutions-not-problems
- https://jessicatalisman.substack.com/p/you-cant-afford-to-not-hire-an-expert
