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10/17/2022
On the Impact of Temporal Concept Drift on Model Explanations
Explanation faithfulness of model predictions in natural language proces...
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02/28/2022
An Empirical Study on Explanations in Out-of-Domain Settings
Recent work in Natural Language Processing has focused on developing app...
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09/04/2021
Frustratingly Simple Pretraining Alternatives to Masked Language Modeling
Masked language modeling (MLM), a self-supervised pretraining objective,...
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08/31/2021
Enjoy the Salience: Towards Better Transformer-based Faithful Explanations with Word Salience
Pretrained transformer-based models such as BERT have demonstrated state...
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05/06/2021
Improving the Faithfulness of Attention-based Explanations with Task-specific Information for Text Classification
Neural network architectures in natural language processing often use at...
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04/16/2021
