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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.
S. Idreos, M. Kersten, und S. Manegold. Proceedings of the ACM SIGMOD International Conference on Management of Data, Seite 297 - 308. ACM, (Juni 2009)