Exploring and Repairing Gender Fairness Violations in Word Embedding-based Sentiment Analysis Model through Adversarial Patches

Author:

Sze Khoo Lin1,Qi Bay Jia1,Lee Kimberly Yap Ming1,Kuan Lim Mei1,Yong Chong Chun1,Yang Zhou2,Lo David2

Affiliation:

1. Monash University,School of Information Technology,Malaysia

2. Singapore Management University,School of Computing and Information Systems

Publisher

IEEE

Reference59 articles.

1. Evaluating distributed word representations for capturing semantics of biomedical concepts;muneeb;Proceedings of BioNLP 15,2015

2. FAWOS: Fairness-Aware Oversampling Algorithm Based on Distributions of Sensitive Attributes

3. SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums

4. Fair Class Balancing: Enhancing Model Fairness without Observing Sensitive Attributes

5. Man is to computer programmer as woman is to homemaker? debiasing word embeddings;bolukbasi,2016

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