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Explosion under inference (or not)

Posted by larkc in cloud computing | large scale | reasoning | semantic web

Should the semantic web be just about querying RDF? Or is it usefual (or even: feasible) to use the semantics of RDF, RDF Schema and OWL to derive additional information from the published RDF graphs? Both the feasibility and the usefulness of this depends on the amount of additional triples that are derived by inference: when almost zero, there is little point to inference, when explosively large, it might become infeasible.

LarKC researchers at OntoText produced an informative table showing the amount of additional triples that can be inferred from some of the most popular datasets on the Web. It’s interesting to see how the datasets differ in their semantic richness, with their ratio of explicit triples vs. inferred triples ranging from close to zero (CIA Factbook) to a 16-fold increase (for DBPedia). Please let us know if you have similar statistics for other datasets.

All of the data below taken from FactForge which by itself now contains 1.5billion triples, nearly four times larger than in the beginning of the LarKC project in 2008. All of the figures below obtained with BigOWLIM 3.4, under the OWL-Horst semantics. Size is reported in billions of triples.

Dataset Explicit Indexed Triples Inferred Indexed Triples Total of Indexed Triples Entities (nodes in the graph) Inferred closure ratio
Schemata (Proton,
SKOS, FOAF, RSS,
DC) and ontologies
(DBpedia, Geonames)
15 9 23 8 0.6
DBpedia (SKOS
categories)
2,915 47,837 50,751 1,135 16.4
NY Times 574 328 902 185 0.6
UMBEL 4,638 6,936 11,575 1,190 1.5
Lingvoj 20 182 201 18 9.2
CIA Factbook 76 4 80 24 0.1
WordNet 1,943 6,067 8,010 842 3.1
Geonames 142,011 194,191 336,202 42,738 1.4
DBpedia core 825,162 166,740 991,902 125,803 0.2
Freebase 494,344 52,411 546,754 123,511 0.1
MusicBrainz 45,492 36,572 82,064 15,585 0.8
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