Sparsemax: When Softmax Goes on a Diet

This is a great paper to look in to if your classification problem involves huge number of classes:

From Softmax to Sparsemax:A Sparse Model of Attention and Multi-Label Classification https://arxiv.org/pdf/1602.02068.pdf

Discussion