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Transformer Dissection: An Unified Understanding for Transformer’s Attention via the Lens of Kernel

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Table 1: Incorporating Positional Embedding (PE). NMT stands for neural machine translation on IWSLT’14 De-En dataset (Edunov et al., 2017) and SP stands for sequence prediction on WikiText-103 dataset (Merity et al.,2016)
Table 3: Order-Invariance in Attention. To save the space, we denote Encoder Self-Attention / Encoder-DecoderAttention / Decoder Self-Attention as A/B/C

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