A General Methodology to Quantify Biases in Natural Language Data

Author:

Chen Jiawei1,Xu Anbang2,Liu Zhe2,Guo Yufan2,Liu Xiaotong2,Tong Yingbei2,Akkiraju Rama2,Carroll John M.3

Affiliation:

1. Google, Mountain View, CA, USA

2. IBM Almaden Research Center, San Jose, CA, USA

3. Pennsylvania State University, University Park, PA, USA

Publisher

ACM

Reference34 articles.

1. Tolga Bolukbasi Kai-Wei Chang James Y Zou Venkatesh Saligrama and Adam T Kalai. 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. In Advances in Neural Information Processing Systems. 4349--4357. Tolga Bolukbasi Kai-Wei Chang James Y Zou Venkatesh Saligrama and Adam T Kalai. 2016. Man is to computer programmer as woman is to homemaker? debiasing word embeddings. In Advances in Neural Information Processing Systems. 4349--4357.

2. Event-Driven Semantic Concept Discovery by Exploiting Weakly Tagged Internet Images

3. Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color

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1. Transcending the “Male Code”: Implicit Masculine Biases in NLP Contexts;Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems;2023-04-19

2. Do Humans Prefer Debiased AI Algorithms? A Case Study in Career Recommendation;27th International Conference on Intelligent User Interfaces;2022-03-22

3. Quantifying Human Sentiments Using Qualitative Approach with Semantic-Sentiment Analysis;Big Data Analytics in Cognitive Social Media and Literary Texts;2021

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