On the Independence of Association Bias and Empirical Fairness in Language Models

Author:

Cabello Laura1ORCID,Jørgensen Anna Katrine1ORCID,Søgaard Anders1ORCID

Affiliation:

1. University of Copenhagen, Denmark

Publisher

ACM

Reference71 articles.

1. Ameen Ali , Thomas Schnake , Oliver Eberle , Grégoire Montavon , Klaus-Robert Müller , and Lior Wolf . 2022 . XAI for Transformers: Better Explanations through Conservative Propagation . In International Conference on Machine Learning, ICML 2022 , 17-23 July 2022, Baltimore, Maryland, USA(Proceedings of Machine Learning Research , Vol. 162), Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu, and Sivan Sabato (Eds.). PMLR, 435– 451 . https://proceedings.mlr.press/v162/ali22a.html Ameen Ali, Thomas Schnake, Oliver Eberle, Grégoire Montavon, Klaus-Robert Müller, and Lior Wolf. 2022. XAI for Transformers: Better Explanations through Conservative Propagation. In International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA(Proceedings of Machine Learning Research, Vol. 162), Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu, and Sivan Sabato (Eds.). PMLR, 435–451. https://proceedings.mlr.press/v162/ali22a.html

2. Ameen Ali Thomas Schnake Oliver Eberle Grégoire Montavon Klaus-Robert Müller and Lior Wolf. 2022. XAI for Transformers: Better Explanations through Conservative Propagation. https://doi.org/10.48550/ARXIV.2202.07304 10.48550/ARXIV.2202.07304

3. Ameen Ali Thomas Schnake Oliver Eberle Grégoire Montavon Klaus-Robert Müller and Lior Wolf. 2022. XAI for Transformers: Better Explanations through Conservative Propagation. https://doi.org/10.48550/ARXIV.2202.07304

4. Equality Law and Experimentation: The Positive Action Challenge;Barmes Lizzie;The Cambridge Law Journal,2009

5. Solon Barocas Moritz Hardt and Arvind Narayanan. 2019. Fairness and Machine Learning. fairmlbook.org. http://www.fairmlbook.org. Solon Barocas Moritz Hardt and Arvind Narayanan. 2019. Fairness and Machine Learning. fairmlbook.org. http://www.fairmlbook.org.

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1. Fairness in Large Language Models: A Taxonomic Survey;ACM SIGKDD Explorations Newsletter;2024-07-24

2. Fairness Certification for Natural Language Processing and Large Language Models;Lecture Notes in Networks and Systems;2024

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