NLP

ferret: a Framework for Benchmarking Explainers on Transformers
Many interpretability tools allow practitioners and researchers to explain Natural Language Processing systems. However, each tool …
Giuseppe Attanasio, Eliana Pastor, Chiara Di Bonaventura, Debora Nozza
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ferret: a Framework for Benchmarking Explainers on Transformers
Benchmarking Post-Hoc Interpretability Approaches for Transformer-based Misogyny Detection
Transformer-based Natural Language Processing models have become the standard for hate speech detection. However, the unconscious use …
Giuseppe Attanasio, Debora Nozza, Eliana Pastor, Dirk Hovy
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Benchmarking Post-Hoc Interpretability Approaches for Transformer-based Misogyny Detection
Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists
Natural Language Processing (NLP) models risk overfitting to specific terms in the training data, thereby reducing their performance, …
Giuseppe Attanasio, Debora Nozza, Dirk Hovy, Elena Baralis
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Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists