Document-level relation extraction (RE) poses new challenges compared to its sentence-level counterpart. One document commonly contains multiple entity pairs, and one pair occurs times in the associated with possible relations. In this paper, we propose two novel techniques, adaptive thresholding localized context pooling, solve multi-label multi-entity problems. The replaces global threshold f...