Self-Explaining Structures Improve NLP Models

Zijun Sun
Zijun Sun
Chun Fan
Chun Fan
Qinghong Han
Qinghong Han
Xiaofei Sun
Xiaofei Sun
Cited by: 0|Views18

Abstract:

Existing approaches to explaining deep learning models in NLP usually suffer from two major drawbacks: (1) the main model and the explaining model are decoupled: an additional probing or surrogate model is used to interpret an existing model, and thus existing explaining tools are not self-explainable; (2) the probing model is only able...More

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