On February 19, 1473, Renaissance mathematician and astronomer Nikolaus Copernicus, who established the heliocentric model, which placed the Sun, rather than the Earth, at the center of the universe, was born.
We observed that generally the embedding representation is very rich and information dense. For example, reducing the dimensionality of the inputs using SVD or PCA, even by 10%, generally results in worse downstream performance on specific tasks.