Attention Matrix

metric ID: attentionmatrix

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Unsupervised Token-wise Alignment to Improve Interpretation of Encoder-Decoder Models

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Publication: TIPSTER (2018)

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AbstractDeveloping a method for understanding the inner workings of black-box neural methods is an important research endeavor. Conventionally, many studies have used an attention matrix to interpret how Encoder-Decoder-based models …...

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Effective Attention Sheds Light On Interpretability

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An attention matrix of a transformer self- attention sublayer can provably be decom- posed into two components and only one of them (effective attention) contributes to the model output. This …...

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