The DocRED dataset is one of the most popular and widely used benchmarks for documentlevel relation extraction (RE).It adopts a recommend-revise annotation scheme so as to have a large-scale annotated dataset.However, we find that the annotation of DocRED is incomplete, i.e., false negative sampl…