WikiUMLS: Aligning UMLS to Wikipedia via Cross-lingual Neural Ranking
The University of Queensland（昆士兰大学）；The University of Melbourne（墨尔本大学）
英文摘要：
We present our work on aligning the Unified Medical Language System (UMLS) to Wikipedia, to facilitate manual alignment of the two resources. We propose a cross-lingual neural reranking model to match a UMLS concept with a Wikipedia page, which achieves a recall@1 of 72%, a substantial improvement of 20% over word- and char-level BM25, enabling manual alignment with minimal effort. We release our resources, including ranked Wikipedia pages for 700k UMLS concepts, and WikiUMLS, a dataset for training and evaluation of alignment models between UMLS and Wikipedia. This will provide easier access to Wikipedia for health professionals, patients, and NLP systems, including in multilingual settings.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
