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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 4 of 4 1 Debiasing Methods in Natural Language Understanding Make Bias More Accessible ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Belinkov, Yonatan; Mendelson, Michael. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.116/ Abstract: Model robustness to bias is often determined by the generalization on carefully designed out-of-distribution datasets. Recent debiasing methods in natural language understanding (NLU) improve performance on such datasets by pressuring models into making unbiased predictions. An underlying assumption behind such methods is that this also leads to the discovery of more robust features in the model’s inner representations. We propose a general probing-based framework that allows for post-hoc interpretation of biases in language models, and use an information-theoretic approach to measure the extractability of certain biases from the model's representations. We experiment with several NLU datasets and known biases, and show that, counter-intuitively, the more a language model is pushed towards a debiased regime, the more bias is actually encoded in its inner representations. ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Natural Language Processing; Natural Language Understanding URL: https://underline.io/lecture/37517-debiasing-methods-in-natural-language-understanding-make-bias-more-accessible https://dx.doi.org/10.48448/scbv-tb28 BASE Hide details 2 Quintilian and the pedagogy of argument Mendelson, Michael In: Argumentation. - Heidelberg [u.a.] : Springer Science+Business Media 15 (2001) 3, 277-293 BLLDB Show details 3 Quintilian and the Pedagogy of Argument Mendelson, Michael In: Argumentation. - Heidelberg [u.a.] : Springer Science+Business Media 15 (2001) 3, 277-294 OLC Linguistik Show details 4 The rhetoric of embodiment Mendelson, Michael In: Rhetoric Society of America. Rhetoric Society quarterly. - London : Taylor & Francis 28 (1998) 4, 29-50 BLLDB Show details

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