Papers with Integrated Gradient
Dynamic Top-k Estimation Consolidates Disagreement between Feature Attribution Methods (2023.emnlp-main)
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| Challenge: | Feature attribution scores are used to explain the prediction of a text classifier to users by highlighting a k number of tokens. |
| Approach: | They propose to determine the number of optimal k tokens that should be displayed from sequential properties of attribution scores. |
| Outcome: | The proposed method is dynamic across sentences, method-agnostic, and deals with sentence length bias. |