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The BVS database (Health Virtual Library) is a centralized source ofbiomedical information for Latin America and Carib, created in 1998 andcoordinated by BIREME (Biblioteca Regional de Medicina) in agreement with thePan American Health Organization (OPAS). Abstracts are available in English,Spanish, and Portuguese, with a subset in more than one language, thus being apossible source of parallel corpora. In this article, we present thedevelopment of parallel corpora from BVS in three languages: English,Portuguese, and Spanish. Sentences were automatically aligned using theHunalign algorithm for EN/ES and EN/PT language pairs, and for a subset oftrilingual articles also. We demonstrate the capabilities of our corpus bytraining a Neural Machine Translation (OpenNMT) system for each language pair,which outperformed related works on scientific biomedical articles. Sentencealignment was also manually evaluated, presenting an average 96% of correctlyaligned sentences across all languages. Our parallel corpus is freelyavailable, with complementary information regarding article metadata.

BVS Corpus: A Multilingual Parallel Corpus of Biomedical Scientific Texts