Before revision:  The adaptive thresholding replaces the global threshold for multi-label classification in the prior work by a learnable entities-dependent threshold.
After revision:  The adaptive thresholding replaces the global threshold for multi-label classification in the prior work with a learnable entities-dependent threshold.