Construct · 1 fields · 1 citations

attention is not explanation: a standalone construct

One name. One construct. A landmark on the map.

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attention isnot explanation1 CONSTRUCTAttention is notJAIN · EXPLAINABLE ARTIFICIAL

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Explainable artificial intelligence

the thesis that attention weights often do not correlate with feature importance and so cannot be read as explanations of predictions.

In explainable artificial intelligence, attention is not explanation refers to the thesis that attention weights often do not correlate with feature importance and so cannot be read as explanations of predictions. This meaning comes from Jain (2019) in Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers).[1]

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Nearby constructs

association4 fields · 4 citationsjingle · one word, four constructsattention5 fields · 10 citationsjingle · one name, five constructsexplainable artificial intelligence1 fields · 1 citationsanchor · a standalone construct

References

  1. Jain, S., & Wallace, B. C. (2019). Attention is not Explanation. Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers). https://doi.org/10.18653/v1/n19-1357

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