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Motivation: Medical Subject Headings (MeSH) indexing,which is to assign a set of MeSH main headings to citations,is crucial for many important tasks in biomedical text mining and information retrieval.Large-scale MeSH indexing has two challenging aspects: the citation side and MeSH side.