You need to use the 'wikibase:label' service, see:

https://www.mediawiki.org/wiki/Wikidata_query_service/User_Manual#Label_service

For example, here's a query with all plays written by the Hungarian
playwright Ferenc Molnar with label:

select ?item ?itemLabel where {
?item wdt:P50 wd:Q296809 .
SERVICE wikibase:label { bd:serviceParam wikibase:language "en" }
}

-- Hay

On Mon, Apr 18, 2016 at 12:10 PM, Andra Waagmeester <an...@micelio.be> wrote:
> Is it possible to get the label of a Wikidata property in a SPARQL query. I
> would expect rdfs:label would do the trick, however the following query does
> not return the expected results:
>
> SELECT DISTINCT ?propLabel ?prop ?value
> WHERE
> {
>    VALUES ?geneID {"672"}
>    ?gene wdt:P351 ?geneID ;
>      ?prop ?value .
>    ?prop rdfs:label ?propLabel .
> }
>
> Cheers Andra
>
> _______________________________________________
> Wikidata mailing list
> Wikidata@lists.wikimedia.org
> https://lists.wikimedia.org/mailman/listinfo/wikidata
>

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