Dear all,
I thank you for your efforts. I have seen with a lot of interest the report of 
Dr. David Abián about property constraints for Wikidata as shown at 
https://www.wikidata.org/wiki/Wikidata:2020_report_on_Property_constraints. The 
report provides a significant overview of the usefulness and current status of 
Wikidata property constraints to ameliorate the consistency of the Wikidata 
ontology. However, I think that property constraints suffer from critical 
limitations that currently harm the quality of linked data of Wikidata. That is 
why I propose a roadmap for adding support of ontological reasoning to 
Wikidata. This proposal is inspired from the works about the use of ShEx for 
ontology validation of Wikidata and from a work we sent for review to World 
Wide Web Journal:

  1.  Link Shape Expressions to corresponding Wikidata classes and use them to 
validate the use of properties in Wikidata. This is possible through the 
acceptance of 
https://www.wikidata.org/wiki/Wikidata:Property_proposal/Shape_Expression_for_class.
  2.  Infer Shape Expressions for all major Wikidata classes. This is possible 
using 
https://wikitech.wikimedia.org/wiki/Tool:Wikidata_Shape_Expressions_Inference.
  3.  Verify Shape Expressions for all Wikidata classes by hand
  4.  Propose two new Wikidata properties: Valid Subject Class and Valid Object 
Class. These two properties will be used to define the accurate classes for the 
subject and object of a Wikidata property. For example, The subject of a “Drug 
used for treatment” relation should be a disease or a symptom and its object 
should be a drug or a chemical substance.
  5.  Define practical guidelines of adding Inverse property (P1696) 
statements. This property links between a property and its inverse. For 
example, “Drug used for treatment” and “Medical condition treated” are two 
inverse properties. Where the relation is symmetric,  the inverse of a given 
property is the same property. For example, “Significant drug interaction” is 
the inverse property of “Significant drug interaction”
  6.  Add Valid Subject Classes and Valid Object Classes for all Wikidata 
properties when applicable. Wikidata Query Service can be used to automate the 
process. This is shown in the paper that was sent for review to World Wide Web 
Journal.
  7.  Add Inverse properties to each Wikidata properties. “Valid Subject Class” 
and “Valid Object Class” are used as constraints for Inverse property 
statements. In fact, a property can have more than one inverse property and 
each inverse property is used according to context. Wikidata Query Service can 
be used to automate the process. This is shown in the paper that was sent for 
review to World Wide Web Journal.
  8.  Develop a tool that combines statements between WIkidata properties and 
Shape Expressions of Wikidata properties to validate the use of Wikidata 
property and identify deficient statements.
I ask about what you think about this detailed roadmap. I am currently 
convinced that this method will help us solve the linked data quality matter 
for Wikidata. I can help in applying this roadmap. Please reply me soon.
Yours Sincerely,
Houcemeddine Turki

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