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The Bottom up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives

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Figure

Figure 1: The mutual information between an input to-ken and a representation of this token at each layer.
Figure 4: Token change vs its frequency.
Figure 6: Token influence vs its frequency for modelstrained with word dropout (in training, each input tokenis replaced with a random with the probability 10%).
Figure 10: Preserving immediate neighbors
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