Hey,
I am working on nlp tasks but this question is about data representation.
For my work I am mostly using one-hot vector representation for my features, like postags or things like that. For the moment I naively use basic Tensors as my one-hot vectors.
The training of my modele is very slow, and I am sure their is a way to better represent one-hot vectors.