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abhgh
on Sept 16, 2019
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Attention Mechanism in Deep Learning
In the context of attention, there is a very interesting recent paper that warns against conflating attention and token importance - "Is Attention Interpretable?" [1]. This is an accepted paper in ACL-2019:
[1]
https://www.aclweb.org/anthology/P19-1282
stochastic_monk
on Sept 16, 2019
[–]
See also Attention is Not Explanation [0].
[0]
https://www.aclweb.org/anthology/N19-1357
physicsyogi
on Sept 17, 2019
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[–]
There's a rebuttal to this as well: Attention is not not Explanation.
https://arxiv.org/abs/1908.04626
abhgh
on Sept 16, 2019
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[1] https://www.aclweb.org/anthology/P19-1282