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Although the vast majority of knowledge bases KBs are heavily biased towardsEnglish, Wikipedias do cover very different topics in different languages.Exploiting this, we introduce a new multilingual dataset (X-WikiRE), framingrelation extraction as a multilingual machine reading problem. We show that byleveraging this resource it is possible to robustly transfer modelscross-lingually and that multilingual support significantly improves(zero-shot) relation extraction, enabling the population of low-resourced KBsfrom their well-populated counterparts.

X-WikiRE: A Large, Multilingual Resource for Relation Extraction as Machine Comprehension