Multi-Lingual UVigoMED (ML-UVigoMED) is a multilingual single-label corpus composed of 11,126 English biomedical documents extracted from Wikipedia about human medicine, and 12,521 documents written in Spanish, French, Slovenian, German, Italian, Galician, Icelandic and Romanian, classified into the following 22 categories: Alternative medicine, Cardiology, Endocrinology, Forensics, Gastroenterology, Human genetics, Geriatrics, Gerontology, Gynecology, Hematology, Nephrology, Neurology, Obstetrics, Oncology, Ophthalmology, Orthopedical surgical procedures, Pathology, Pediatrics, Psychiatry, Rheumatology, Surgery and Urology.