Building Annotated Corpora without Experts

Varování

Publikace nespadá pod Ekonomicko-správní fakultu, ale pod Fakultu informatiky. Oficiální stránka publikace je na webu muni.cz.
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GRÁC Marek

Rok publikování 2011
Druh Článek ve sborníku
Konference Natural Language Processing, Multilinguality
Fakulta / Pracoviště MU

Fakulta informatiky

Citace
Obor Informatika
Klíčová slova corpus annotation crowdsourcing
Popis In this paper, we present a low-cost approach of building a multi-purpose language resource for Czech, based on currently available results of previous work done by various teams. We focus on the first phase that consists of verifying validity of automatically discovered syntactic elements in 10 000 sentences by 47 human annotators. Due to the number of annotators and very limited time for training, existing heavy-weight techniques for building annotated corpora were not applicable. We have decided to avoid using experts when results between annotators differed. This means that our corpus does not offer ultimate answers, but raw data and models for obtaining ``correct'' answer tailored to user's application. Finally we discuss the currently achieved results and future plans.
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