Question

will you find these shortcuts?"" a protocol for evaluating 673 the faithfulness of input salience methods for text 674 classification

Answer 1

There are many feature attribution methods, also known as input salience methods,

that give features importance scores, but they can yield shockingly diverse outcomes when used with the same model and input.

most people of tactics assert to offer faithful attributions and factor on the capabilities maximum relevant for a model's prediction, while discrepancies are predicted if distinctive definitions of significance are usual.

• present research on faithfulness evaluation is inconclusive and does now not genuinely deal with how various processes ought to be as compared. Our key contribution is a fidelity evaluation process that uses partly artificial facts to gain floor fact for characteristic significance ranking, with a focus on textual content type and the model debugging situation.

• in accordance with the procedure, we very well analyse 4 salience method lessons the usage of a spread of datasets and shortcuts for BERT and LSTM models to expose that some of the most customarily used approach configurations supply subpar outcomes even for the most simple shortcuts. To decide the best approach for locating shortcuts, we recommend following the methodology for each new mission and model aggregate.

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