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This document introduces prefLabel.org, a proposed service that provides a simple API to retrieve human-readable labels for URIs from datasets like DBpedia, Wikidata, and Freebase. The service aims to address issues with conventional solutions like URI dereferencing and SPARQL queries by offering fast, best-effort delivery of labels without requiring prior knowledge of the data or dealing with downtime. It has loaded over 58 million labels so far from major datasets and could see uses in applications like the YASGUI SPARQL query tool. The document asks for feedback on how others could use the service and what additional features or datasets it should support.












