Clarkson Bias in NLP Group

Is Machine Learning Speaking My Language? Gender Bias and Under-Representation in Natural Language Processing Across Human Languages

https://tinyurl.com/ClarksonNLPbias

Extended Tech Report

Jeanna Neefe Matthews, Yan Chen, Christopher Mahoney, Isabella Grasso, Esma Wali, Abigail Matthews, Thomas Middleton, Mariama Njie
Is Machine Learning Speaking My Language? Gender Bias and Under-Representation in Natural Language Processing Across Human Languages , Extended Tech Report, May 4 2021.

Github (Private)

https://github.com/Clarkson-Accountability-Transparency/humanlanguages

Papers

Abigail Matthews, Isabella Grasso, Christopher Mahoney, Yan Chen, Esma Wali, Thomas Middleton, Mariama Njie and Jeanna Matthews
Gender Bias in Natural Language Processing Across Human Languages
TrustNLP: First Workshop on Trustworthy Natural Language Processing Colocated with the Annual Conference of the North American Chapter of the Association for Computational Linguistics, June 10 2021.
Paper , Poster

Yan Chen, Christopher Mahoney, Isabella Grasso, Esma Wali, Abigail Matthews, Thomas Middleton, Mariama Njie and Jeanna Matthews
Gender Bias and Under-Representation in Natural Language Processing Across Human Languages
Proceedings of the 2021 AAAI/ACM Conference on Artificial Intelligence, Ethics and Society (AIES), May 19-21 2021.
PDF

Esma Wali, Yan Chen, Christopher Mahoney, Thomas Middleton, Marzieh Babaeianjelodar, Mariama Njie, Jeanna Neefe Matthews
Is Machine Learning Speaking my Language? A Critical Look at the NLP-Pipeline Across 8 Human Languages
Participatory ML Workshop,Thirty-seventh International Conference on Machine Learning ( ICML 2020 ), July 17 2020.
PDF
Talk with a really fun intro recorded in 8 languages - English, Chinese, Urdu, Farsi, Arabic, French, Spanish, and Wolof!

Talks

Is Machine Learning Speaking My Language? Gender Bias and Under-Representation in Natural Language Processing Across Human Languages
Lecture, Clarkson University, March 6 2021.

Team

Jeanna Neefe Matthews, Professor, Department of Computer Science

Yan Chen, Senior Computer Science Student and Researcher, Spring 2021, Clarkson University, Honors Program Class of 2021, Member of the Clarkson Open Source Institute

Chris Mahoney, Junior Computer Science Student and Researcher, Clarkson University, Lab Director of the Clarkson Open Source Institute

Izzi Grasso, Senior Data Science Student and Researcher Spring 2021, Clarkson University, Rising PhD Student University of Washington Fall 2021

Abigail Matthews, Ph.D. Student at University of Wisconsin Madison Department of Computer Science, Former COSI Lab Director, Clarkson Alumna 2019

Esma Wali, Ph.D. Student and Researcher, Department of Computer Science, Clarkson University

Tom Middleton, Masters Student and Researcher, Department of Computer Science

Mariama Njie, Masters Student Iona College 2020, McNair Scholar Clarkson University 2017 and 2018

Will Smialek, Sophomore Computer Science Major and Researcher

Questions or comments?

We'd love to hear from you! Please reach out to jnm@clarkson.edu.