Wikidata

From HandWiki

Wikidata is a collaboratively edited multilingual knowledge graph hosted by the Wikimedia Foundation.[1] It is a common source of open data that Wikimedia projects such as Wikipedia,[2][3] and anyone else, are able to use under the CC0 public domain license. Wikidata is a wiki powered by the software MediaWiki, including its extension for semi-structured data, the Wikibase. As of early 2025, Wikidata had 1.65 billion item statements (semantic triples).[4]

Concept

This diagram shows the most important terms used in Wikidata.

Wikidata is a document-oriented database, focusing on items, which represent any kind of topic, concept, or object. Each item is allocated a unique persistent identifier called its QID, a positive integer prefixed with the upper-case letter "Q"[lower-alpha 1]. This makes it possible to provide translations of the basic information describing the topic each item covers without favouring any particular language.

Some examples of items and their QIDs are (Q8470), (Q316), (Q42775), (Q303), and (Q36611).

Item labels do not need to be unique. For example, there are two items named "Elvis Presley": (Q303), which represents the American singer and actor, and (Q610926), which represents his self-titled album. However, the combination of a label and its description must be unique. To avoid ambiguity, an item's QID is hence linked to this combination.

Main parts

Wikidata screenshot


A layout of the four main components of a phase-1 Wikidata page: the label, description, aliases, and interlanguage links

Fundamentally, an item consists of:

  • An identifier (the QID), related to a label and a description.
  • Optionally, multiple aliases and some number of statements (and their properties and values).

Statements

Wikidata screenshot
Three statements from Wikidata's item on the planet Mars (Q111). Values include links to other items and to Wikimedia Commons.

Statements are how any information known about an item is recorded in Wikidata. Formally, they consist of key–value pairs, which match a property (such as "author", or "publication date") with one or more entity values (such as "Sir Arthur Conan Doyle" or "1902"). For example, the informal English statement "milk is white" would be encoded by a statement pairing the property (P462) with the value (Q23444) under the item (Q8495).

Statements may map a property to more than one value. For example, the "occupation" property for Marie Curie could be linked with the values "physicist" and "chemist", to reflect the fact that she engaged in both occupations.[6]

Values may take on many types including other Wikidata items, strings, numbers, or media files. Properties prescribe what types of values they may be paired with. For example, the property (P856) may only be paired with values of type "URL".[7]

Optionally, qualifiers can be used to refine the meaning of a statement by providing additional information. For example, a "population" statement could be modified with a qualifier such as "point in time (P585): 2011" (as its own key-value pair). Values in the statements may also be annotated with references, pointing to a source backing up the statement's content.[8] As with statements, all qualifiers and references are property–value pairs.

Properties

Example of a simple statement consisting of one property–value pair

Each property has a numeric identifier prefixed with a capital P and a page on Wikidata with optional label, description, aliases, and statements. As such, there are properties with the sole purpose of describing other properties, such as (P1647).

Properties may also define more complex rules about their intended usage, termed constraints. For example, the (P36) property includes a "single value constraint", reflecting the reality that (typically) territories have only one capital city. Constraints are treated as testing alerts and hints, rather than inviolable rules.[9]

Before a new property is created, it needs to undergo a discussion process.[10][11]

The most used property is (P2860), which is used on more than 290,000,000 item pages as of November 2023.[12]

Lexemes

Wikidata Klingon lexeme entry

In linguistics, a lexeme is a unit of lexical meaning representing a group of words that share the same core meaning and grammatical characteristics.[13][14] Similarly, Wikidata's lexemes are items with a structure that makes them more suitable to store lexicographical data. Since 2016, Wikidata has supported lexicographical entries in the form of lexemes.[15]

In Wikidata, lexicographical entries have a different identifier from regular item entries. These entries are prefixed with the letter L, such as in the example entries for book and cow. Lexicographical entries in Wikidata can contain statements, senses, and forms.[16] The use of lexicographical entries in Wikidata allows for the documentation of word usage, the connection between words and items on Wikidata, word translations, and enables machine-readable lexicographical data.

In 2020, lexicographical entries on Wikidata exceeded 250,000. The language with the most lexicographical entries was Russian, with a total of 101,137 lexemes, followed by English with 38,122 lexemes. There are over 668 languages with lexicographical entries on Wikidata.[17]

Entity schemas

Human entity schema in Wikidata

In Wikidata, a schema is a data model that outlines the necessary attributes for a data item.[18][19] For instance, a data item that uses the attribute "instance of" with the value "human" would typically include attributes such as "place of birth," "date of birth," "date of death," and "place of death."[20] The entity schema in Wikidata utilizes Shape Expression (ShEx) to describe the data in Wikidata items in the form of a Resource Description Framework (RDF).[21] The use of entity schemas in Wikidata helps address data inconsistencies and unchecked vandalism.[18]

In January 2019, development started of a new extension for MediaWiki to enable storing ShEx in a separate namespace.[22][23] Entity schemas are stored with different identifiers than those used for items, properties, and lexemes. Entity schemas are stored with an "E" identifier, such as E10 for the entity schema of human data instances and E270 for the entity schema of building data instances. This extension has since been installed on Wikidata[24] and enables contributors to use ShEx for validating and describing Resource Description Framework data in items and lexemes. Any item or lexeme on Wikidata can be validated against an entity schema,[clarification needed] and this makes it an important tool for quality assurance.

Content

Items for scholarly articles are the biggest part of Wikidata, followed by the collection of biographies.

Wikidata's content collections include data for biographies,[25] medicine,[26] digital humanities,[27] scholarly metadata through the WikiCite project.[28]

It includes data collections from other open projects including Freebase.[29]

Development

The creation of the project was funded by donations from the Allen Institute for AI, the Gordon and Betty Moore Foundation, and Google, Inc., totaling €1.3 million.[30][31] The development of the project is mainly driven by Wikimedia Deutschland under the management of Lydia Pintscher, and was originally split into three phases:[32]

  1. Centralising interlanguage links – links between Wikipedia articles about the same topic in different languages.
  2. Providing a central place for infobox data for all Wikipedias.
  3. Creating and updating list articles based on data in Wikidata and linking to other Wikimedia sister projects, including Meta-Wiki and the own Wikidata (interwikilinks).

Initial rollout

Wikipedia screenshot
A Wikipedia article's list of interlanguage links as they appeared in an edit box (left) and on the article's page (right) prior to Wikidata. Each link in these lists is to an article that requires its own list of interlanguage links to the other articles; this is the information centralized by Wikidata.
Wikidata screenshot
The "Edit links" link nowadays takes the reader to Wikidata to edit interlanguage and interwiki links.

Wikidata was launched on 29 October 2012 and was the first new project of the Wikimedia Foundation since 2006.[2][33][34] At this time,[when?] only the centralization of language links was available. This enabled items to be created and filled with basic information: a label – a name or title, aliases – alternative terms for the label, a description, and links to articles about the topic in all the various language editions of Wikipedia (interwikipedia links).

Historically, a Wikipedia article would include a list of interlanguage links (links to articles on the same topic in other editions of Wikipedia, if they existed). Wikidata was originally a self-contained repository of interlanguage links.[35] Wikipedia language editions were still not able to access Wikidata, so they needed to continue to maintain their own lists of interlanguage links. On 14 January 2013, the Hungarian Wikipedia became the first to enable the provision of interlanguage links via Wikidata.[36] This functionality was extended to the Hebrew and Italian Wikipedias on 30 January, to the English Wikipedia on 13 February and to all other Wikipedias on 6 March.[37][38][39][40] After no consensus was reached over a proposal to restrict the removal of language links from the English Wikipedia,[41] they were automatically removed by bots. On 23 September 2013, interlanguage links went live on Wikimedia Commons.[42]

Statements and data access

On 4 February 2013, statements were introduced to Wikidata entries. The possible values for properties were initially limited to two data types (items and images on Wikimedia Commons), with more data types (such as coordinates and dates) to follow later. The first new type, string, was deployed on 6 March.[43]

The ability for the various language editions of Wikipedia to access data from Wikidata was rolled out progressively between 27 March and 25 April 2013.[44][45] On 16 September 2015, Wikidata began allowing so-called arbitrary access, or access from a given article of a Wikipedia to the statements on Wikidata items not directly connected to it. For example, it became possible to read data about Germany from the Berlin article, which was not feasible before.[46] On 27 April 2016, arbitrary access was activated on Wikimedia Commons.[47]

According to a 2020 study, a large proportion of the data on Wikidata consists of entries imported en masse from other databases by Internet bots, which helps to "break down the walls" of data silos.[48]

Query service and other improvements

On 7 September 2015, the Wikimedia Foundation announced the release of the Wikidata Query Service,[49] which lets users run queries on the data contained in Wikidata.[50] The service uses SPARQL as the query language. As of November 2018, there are at least 26 different tools that allow querying the data in different ways.[51] It uses Blazegraph as its triplestore and graph database.[52][53]

In 2021, Wikimedia Deutschland released the Query Builder,[54] "a form-based query builder to allow people who don't know how to use SPARQL" to write a query.

The Wikidata Embedding Project was made available in October 2025. It provides a vector-based semantic search tool, allowing plain-language queries, and supports the Model Context Protocol standard that makes the data more readily available to AI systems.[55] The project is a partnership between Wikimedia Deutschland, Jina.AI and DataStax, an IBM subsidiary.[55]

The bars on the logo contain the word "WIKI" encoded in Morse code.[56] It was created by Arun Ganesh and selected through community decision.[57]

Reception

In November 2014, Wikidata received the Open Data Publisher Award from the Open Data Institute "for sheer scale, and built-in openness".[58]

In December 2014, Google announced that it would shut down Freebase in favor of Wikidata.[59]

As of November 2018[needs update], Wikidata information was used in 58.4% of all English Wikipedia articles, mostly for external identifiers or coordinate locations. In aggregate, data from Wikidata is shown in 64% of all Wikipedias' pages, 93% of all Wikivoyage articles, 34% of all Wikiquotes', 32% of all Wikisources', and 27% of Wikimedia Commons.[60]

As of December 2020, Wikidata's data was visualized by at least 20 other external tools[61] and over 300 papers have been published about Wikidata.[62]

In 2025, Wikidata was recognised as a "digital public good" by the Digital Public Goods Alliance.[63]

Applications

A systematic literature review of the uses of Wikidata in research was carried out in 2019.[71]

See also

Notes

  1. ↑ Q is the first initial of Qamarniso Vrandečić (née Ismoilova), an Uzbek Wikimedian married to Wikidata co-developer Denny Vrandečić.[5]

References

  1. ↑ Chalabi, Mona (April 26, 2013). "Welcome to Wikidata! Now what?". https://www.theguardian.com/news/datablog/2013/apr/26/wikidata-launch. 
  2. ↑ 2.0 2.1 Wikidata ()
  3. ↑ "Data Revolution for Wikipedia". Wikimedia Deutschland. March 30, 2012. http://www.wikimedia.de/wiki/Pressemitteilungen/PM_3_12_Wikidata_EN. 
  4. ↑ "Grafana". https://grafana.wikimedia.org/d/000000175/wikidata-datamodel-statements?orgId=1&refresh=30m. 
  5. ↑ Vrandečić, Denny; Pintscher, Lydia; Krötzsch, Markus (30 April 2023). "Wikidata: The Making of". Companion Proceedings of the ACM Web Conference 2023. pp. 615–624. doi:10.1145/3543873.3585579. ISBN 9781450394192. https://dl.acm.org/doi/10.1145/3543873.3585579. 
  6. ↑ "Help:Statements – Wikidata". https://www.wikidata.org/wiki/Help:Statements. 
  7. ↑ "Help:Data type – Wikidata". https://www.wikidata.org/wiki/Help:Data_type. 
  8. ↑ "Help:Sources – Wikidata". https://www.wikidata.org/wiki/Help:Sources. 
  9. ↑ "Help:Property constraints portal". https://www.wikidata.org/wiki/Help:Property_constraints_portal. 
  10. ↑ Cochrane, Euan (30 September 2016). "Wikidata as a digital preservation knowledgebase". https://openpreservation.org/blogs/wikidata-as-a-digital-preservation-knowledgebase/. 
  11. ↑ Samuel, John (15 August 2018). "Experimental IR Meets Multilinguality, Multimodality, and Interaction". CLEF 2018. 11018. p. 129. doi:10.1007/978-3-319-98932-7_12. ISBN 978-3-319-98931-0. 
  12. ↑ "Wikidata:Database reports/List of properties/Top100". https://www.wikidata.org/wiki/Wikidata:Database_reports/List_of_properties/Top100. Retrieved 18 November 2023. 
  13. ↑ Andreou, Marios (2019-03-27), "Lexemes" (in en), Linguistics (Oxford University Press), doi:10.1093/obo/9780199772810-0232, ISBN 978-0-19-977281-0, https://oxfordbibliographies.com/view/document/obo-9780199772810/obo-9780199772810-0232.xml, retrieved 2024-08-17 
  14. ↑ Bonami, Olivier; Boyé, Gilles; Dal, Georgette; Giraudo, Hélène; Namer, Fiammetta (2018-08-23). The Lexeme In Descriptive And Theoretical Morphology. Language Science Press. doi:10.5281/zenodo.1402520. https://zenodo.org/record/1402520. 
  15. ↑ Nielsen, Finn Årup (2019), Hitzler, Pascal; Kirrane, Sabrina; Hartig, Olaf et al., eds., "Ordia: A Web Application for Wikidata Lexemes" (in en), The Semantic Web: ESWC 2019 Satellite Events, Lecture Notes in Computer Science (Cham: Springer International Publishing) 11762: pp. 141–146, doi:10.1007/978-3-030-32327-1_28, ISBN 978-3-030-32326-4, http://link.springer.com/10.1007/978-3-030-32327-1_28, retrieved 2024-08-17 
  16. ↑ "Wikidata:Lexicographical data/Documentation – Wikidata". https://www.wikidata.org/wiki/Wikidata:Lexicographical_data/Documentation. 
  17. ↑ Nielsen, Finn (May 2020). Ionov, Maxim; McCrae, John P.; Chiarcos, Christian et al.. eds. "Lexemes in Wikidata: 2020 status" (in English). Proceedings of the 7th Workshop on Linked Data in Linguistics (LDL-2020) (Marseille, France: European Language Resources Association): 82–86. ISBN 979-10-95546-36-8. https://aclanthology.org/2020.ldl-1.12/. 
  18. ↑ 18.0 18.1 Werkmeister, Lucas (2018) (in en-GB). Schema Inference of Wikidata. Karlsruhe: Fakultät für Informatik, Karlsruhe Institute of Technology. https://www.fiz-karlsruhe.de/sites/default/files/FIZ/Dokumente/Forschung/ISE/Masterarbeiten/master-thesis-Lucas-Werkmeister.pdf. 
  19. ↑ Hernández, Daniel; Hogan, Aidan; Krötzsch, M. (2015). "Reifying RDF: What Works Well With Wikidata?".
  20. ↑ Erxleben, Fredo; Günther, Michael; Krötzsch, Markus; Mendez, Julian; Vrandečić, Denny (2014), "Introducing Wikidata to the Linked Data Web", Lecture Notes in Computer Science (Cham: Springer International Publishing): pp. 50–65, doi:10.1007/978-3-319-11964-9_4, ISBN 978-3-319-11963-2, http://dx.doi.org/10.1007/978-3-319-11964-9_4, retrieved 2024-08-18 
  21. ↑ Thornton, Katherine; Solbrig, Harold; Stupp, Gregory S.; Labra Gayo, Jose Emilio; Mietchen, Daniel; Prud’hommeaux, Eric; Waagmeester, Andra (2019), Hitzler, Pascal; Fernández, Miriam; Janowicz, Krzysztof et al., eds., "Using Shape Expressions (ShEx) to Share RDF Data Models and to Guide Curation with Rigorous Validation" (in en), The Semantic Web (Cham: Springer International Publishing) 11503: pp. 606–620, doi:10.1007/978-3-030-21348-0_39, ISBN 978-3-030-21347-3 
  22. ↑ "Extension:EntitySchema – MediaWiki". https://www.mediawiki.org/wiki/Extension:EntitySchema. 
  23. ↑ "Initial empty repository". 15 January 2019. https://gerrit.wikimedia.org/r/plugins/gitiles/mediawiki/extensions/EntitySchema/+/26654db17345beefbd5518af48ed1bcd17288bc9. 
  24. ↑ "Version – Wikidata". https://www.wikidata.org/wiki/Special:Version. 
  25. ↑ Chisholm, Andrew; Radford, Will; Hachey, Ben (April 2017). Lapata, Mirella; Blunsom, Phil; Koller, Alexander. eds. "Learning to generate one-sentence biographies from Wikidata". Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 1, Long Papers (Valencia, Spain: Association for Computational Linguistics): 633–642. https://aclanthology.org/E17-1060/. 
  26. ↑ Turki, Houcemeddine; Shafee, Thomas; Hadj Taieb, Mohamed Ali; Ben Aouicha, Mohamed; Vrandečić, Denny; Das, Diptanshu; Hamdi, Helmi (November 2019). "Wikidata: A large-scale collaborative ontological medical database". Journal of Biomedical Informatics 99. doi:10.1016/j.jbi.2019.103292. PMID 31557529. https://zenodo.org/record/3461198. 
  27. ↑ Zhao, Fudie (31 May 2023). "A systematic review of Wikidata in Digital Humanities projects". Digital Scholarship in the Humanities 38 (2): 852–874. doi:10.1093/llc/fqac083. 
  28. ↑ Nielsen, Finn Årup; Mietchen, Daniel; Willighagen, Egon (2017). "Scholia, Scientometrics and Wikidata". The Semantic Web: ESWC 2017 Satellite Events. Lecture Notes in Computer Science. 10577. pp. 237–259. doi:10.1007/978-3-319-70407-4_36. ISBN 978-3-319-70406-7. https://backend.orbit.dtu.dk/ws/files/139322959/460065_Print.pdf. 
  29. ↑ Pellissier Tanon, Thomas; Vrandečić, Denny; Schaffert, Sebastian; Steiner, Thomas; Pintscher, Lydia (2016-04-11). "From Freebase to Wikidata: The Great Migration". Proceedings of the 25th International Conference on World Wide Web. WWW '16. Republic and Canton of Geneva, CHE: International World Wide Web Conferences Steering Committee. pp. 1419–1428. doi:10.1145/2872427.2874809. ISBN 978-1-4503-4143-1. https://dl.acm.org/doi/10.1145/2872427.2874809. 
  30. ↑ Dickinson, Boonsri (March 30, 2012). "Paul Allen Invests In A Massive Project To Make Wikipedia Better". Business Insider. http://www.businessinsider.com/paul-allen-invests-in-wikidata-project-2012-3?IR=T. 
  31. ↑ Perez, Sarah (March 30, 2012). "Wikipedia's Next Big Thing: Wikidata, A Machine-Readable, User-Editable Database Funded By Google, Paul Allen And Others". TechCrunch. https://techcrunch.com/2012/03/30/wikipedias-next-big-thing-wikidata-a-machine-readable-user-editable-database-funded-by-google-paul-allen-and-others/. 
  32. ↑ "Wikidata – Meta". https://meta.wikimedia.org/wiki/Wikidata. 
  33. ↑ Pintscher, Lydia (30 October 2012). "wikidata.org is live (with some caveats)". wikidata-l (Mailing list). Retrieved November 3, 2012.
  34. ↑ Roth, Matthew (March 30, 2012). "The Wikipedia data revolution". Wikimedia Foundation. https://diff.wikimedia.org/2012/03/30/the-wikipedia-data-revolution/. 
  35. ↑ Leitch, Thomas (2014-11-01) (in en). Wikipedia U: Knowledge, Authority, and Liberal Education in the Digital Age. Johns Hopkins University Press. p. 120. ISBN 978-1-4214-1550-5. 
  36. ↑ Pintscher, Lydia (14 January 2013). "First steps of Wikidata in the Hungarian Wikipedia". Wikimedia Deutschland. http://blog.wikimedia.de/2013/01/14/first-steps-of-wikidata-in-the-hungarian-wikipedia/. 
  37. ↑ Pintscher, Lydia (2013-01-30). "Wikidata coming to the next two Wikipedias". Wikimedia Deutschland. http://blog.wikimedia.de/2013/01/30/wikidata-coming-to-the-next-two-wikipedias/. 
  38. ↑ Pintscher, Lydia (13 February 2013). "Wikidata live on the English Wikipedia". Wikimedia Deutschland. http://blog.wikimedia.de/2013/02/13/wikidata-live-on-the-english-wikipedia/. 
  39. ↑ Pintscher, Lydia (6 March 2013). "Wikidata now live on all Wikipedias". Wikimedia Deutschland. http://blog.wikimedia.de/2013/03/06/wikidata-now-live-on-all-wikipedias/. 
  40. ↑ "Wikidata ist für alle Wikipedien da" (in de). Golem.de. http://www.golem.de/news/onlineenzyklopaedie-wikidata-ist-fuer-alle-wikipedien-da-1304-98941.html. 
  41. ↑ "Wikipedia talk:Wikidata interwiki RFC". March 29, 2013. http://en.wikipedia.org/w/index.php?title=Wikipedia_talk:Wikidata_interwiki_RFC&oldid=547663432. 
  42. ↑ Pintscher, Lydia (23 September 2013). "Wikidata is Here!". Commons:Village pump. https://commons.wikimedia.org/wiki/Commons:Village_pump/Archive/2013/10#Wikidata_is_here.21. 
  43. ↑ Pintscher, Lydia. "Wikidata/Status updates/2013 03 01". Wikimedia Meta-Wiki. Wikimedia Foundation. http://meta.wikimedia.org/wiki/Wikidata/Status_updates/2013_03_01. 
  44. ↑ Pintscher, Lydia (27 March 2013). "You can have all the data!". Wikimedia Deutschland. http://blog.wikimedia.de/2013/03/27/you-can-have-all-the-data/. 
  45. ↑ "Wikidata goes live worldwide". The H. 2013-04-25. http://h-online.com/-1849479. 
  46. ↑ Pintscher, Lydia (16 September 2015). "Wikidata: Access to data from arbitrary items is here". Wikipedia:Village pump (technical). https://en.wikipedia.org/wiki/Wikipedia:Village_pump_(technical)/Archive_140#Wikidata:_Access_to_data_from_arbitrary_items_is_here. 
  47. ↑ Pintscher, Lydia (27 April 2016). "Wikidata support: arbitrary access is here". Commons:Village pump. https://commons.wikimedia.org/wiki/Commons:Village_pump/Archive/2016/05#Wikidata_support:_arbitrary_access_is_here. 
  48. ↑ Waagmeester, Andra; Stupp, Gregory; Burgstaller-Muehlbacher, Sebastian et al. , Wikidata Q87830400
  49. ↑ "Home". https://query.wikidata.org/. 
  50. ↑ "[Wikidata Announcing the release of the Wikidata Query Service - Wikidata - lists.wikimedia.org"]. https://lists.wikimedia.org/pipermail/wikidata/2015-September/007042.html. 
  51. ↑ "Wikidata:Tools/Query data – Wikidata". https://www.wikidata.org/wiki/Wikidata:Tools/Query_data. 
  52. ↑ "[Wikidata-tech Wikidata Query Backend Update (take two!)"] (in en). https://lists.wikimedia.org/pipermail/wikidata-tech/2015-March/000740.html. Retrieved 2018-08-29.  (The message also contains a link to the graph databases comparison performed by Wikimedia.)
  53. ↑ on GitHub
  54. ↑ "Wikidata Query Builder". https://query.wikidata.org/querybuilder/. 
  55. ↑ 55.0 55.1 Brandom, Russell (1 October 2025). "New project makes Wikipedia data more accessible to AI". TechCrunch. https://techcrunch.com/2025/10/01/new-project-makes-wikipedia-data-more-accessible-to-ai/. 
  56. ↑ commons:File talk:Wikidata-logo-en.svg#Hybrid. Retrieved 2016-10-06.
  57. ↑ "Und der Gewinner ist...". 13 July 2012. https://blog.wikimedia.de/2012/07/13/und-der-gewinner-ist/. 
  58. ↑ "First ODI Open Data Awards presented by Sirs Tim Berners-Lee and Nigel Shadbolt". Open Data Institute. http://theodi.org/news/first-odi-open-data-awards-presented-by-sir-tim-berners-lee-and-sir-nigel-shadbolt. 
  59. ↑ "Freebase". 16 December 2014. https://plus.google.com/109936836907132434202/posts/bu3z2wVqcQc. 
  60. ↑ "Percentage of articles making use of data from Wikidata". http://wdcm.wmflabs.org/WD_percentUsageDashboard/. 
  61. ↑ "Wikidata:Tools/Visualize data – Wikidata". https://www.wikidata.org/wiki/Wikidata:Tools/Visualize_data. 
  62. ↑ "Scholia". https://scholia.toolforge.org/topic/Q2013. 
  63. ↑ "Wikidata" (in en). https://www.digitalpublicgoods.net/r/wikidata. 
  64. ↑ Simonite, Tom (2019-02-18). "Inside the Alexa-Friendly World of Wikidata" (in en-us). Wired. ISSN 1059-1028. https://www.wired.com/story/inside-the-alexa-friendly-world-of-wikidata/. Retrieved 2020-12-25. 
  65. ↑ Merhav, Yuval; Ash, Steve (2018-08-08). "Automatic transliteration can help Alexa find data across language barriers" (in en). https://www.amazon.science/blog/automatic-transliteration-can-help-alexa-find-data-across-language-barriers. 
  66. ↑ "Rob Barry / Mwnci – Deep Spreadsheets". https://gitlab.com/muishkin/mwnci---deep-spreadsheets. 
  67. ↑ Krause, Volker (12 January 2020) (in en), KDE Itinerary – A privacy by design travel assistant, https://media.ccc.de/v/36c3-59-kde-itinerary-a-privacy-by-design-travel-assistant#t=33, retrieved 2020-11-10 
  68. ↑ on GitHub
  69. ↑ Scharpf, P. Schubotz, M. Gipp, B. Mining Mathematical Documents for Question Answering via Unsupervised Formula Labeling ACM/IEEE Joint Conference on Digital Libraries, 2022.
  70. ↑ Caplan, Jeremy (25 August 2025). "Big Tech locks data away. Wikidata gives it back to the internet". Fast Company. https://www.fastcompany.com/91391335/big-tech-locks-data-away-wikidata-gives-it-back-to-the-internet. 
  71. ↑ Mora-Cantallops, Marçal; Sánchez-Alonso, Salvador; García-Barriocanal, Elena (2 September 2019). "A systematic literature review on Wikidata". Data Technologies and Applications 53 (3): 250–268. doi:10.1108/DTA-12-2018-0110. 

Further reading



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