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What are the biases in my word embedding?
14 references·1 citing·40 second hop
What are the biases in my word embedding? (2018)What are the biases in my word embedding?The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings (2019)The Geometry of Culture: Anal…Word embeddings quantify 100 years of gender and ethnic stereotypes (2018)Word embeddings quantify 100 …Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness (2017)Preventing Fairness Gerrymand…No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World (2017)No Classification without Rep…Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Man is to Computer Programmer…Slurs and appropriation: An echoic account (2014)Slurs and appropriation: An e…Learning Fair Representations (2013)Learning Fair RepresentationsFairness through awareness (2012)Fairness through awarenessReliability and validity of the Single‐Target IAT (ST‐IAT): assessing automatic affect towards multiple attitude objects (2008)Reliability and validity of t…The Single Category Implicit Association Test as a measure of implicit social cognition. (2006)The Single Category Implicit …“They Call Me Bruce, But They Won't Call Me Bruce Jones:” Asian American Naming Preferences and Patterns (1999)“They Call Me Bruce, But They…Measuring individual differences in implicit cognition: The implicit association test. (1998)Measuring individual differen…SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models (2023)SODAPOP: Open-Ended Discovery…A Theory of Social Comparison Processes (1954)Society and the Adolescent Self-Image (1965)Measuring individual differences in implicit cognition: The implicit association test. (1998)The Implicit Association Test at Age 7: A Methodological and Conceptual Review (2007)Implicit social cognition: from measures to mechanisms (2011)Reducing implicit racial preferences: I. A comparative investigation of 17 interventions. (2014)Incorporating Fairness into Game Theory and Economics (2011)How the machine ‘thinks’: Understanding opacity in machine learning algorithms (2016)Princeton University Press (2017)A Survey on Bias and Fairness in Machine Learning (2021)Attitudinal effects of mere exposure. (1968)Self-schemata and processing information about the self. (1977)Implicit social cognition: Attitudes, self-esteem, and stereotypes. (1995)Role congruity theory of prejudice toward female leaders. (2002)Understanding and using the Implicit Association Test: I. An improved scoring algorithm. (2003)Understanding and using the Implicit Association Test: III. Meta-analysis of predictive validity. (2009)Big Data's Disparate Impact (2014)Certifying and Removing Disparate Impact (2015)The role of artificial intelligence in achieving the Sustainable Development Goals (2020)Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment (2016)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Learning Adversarially Fair and Transferable Representations (2018)Can AI Help Reduce Disparities in General Medical and Mental Health Care? (2019)Introduction to Multi-Armed Bandits (2019)Semantics. An Introduction to the Science of Meaning (1963)Mapping the Language of Racism: Discourse and the Legitimation of Exploitation (1993)AI can be sexist and racist — it’s time to make it fair (2018)Language (Technology) is Power: A Critical Survey of “Bias” in NLP (2020)Out of One, Many: Using Language Models to Simulate Human Samples (2023)Speech Acts (1969)Mapping the Margins: Intersectionality, Identity Politics, and Violence against Women of Color (1991)Quantifying social organization and political polarization in online platforms (2020)Cultural Schemas: What They Are, How to Find Them, and What to Do Once You’ve Caught One (2021)The Voice of Monetary Policy (2023)Algorithmic Decision Making and the Cost of Fairness (2017)Counterfactual Fairness (2017)AI Fairness 360: An extensible toolkit for detecting and mitigating algorithmic bias (2019)The Ethics of AI Ethics: An Evaluation of Guidelines (2020)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Dissecting racial bias in an algorithm used to manage the health of populations (2019)
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References

  • 1998Measuring individual differences in implicit cognition: The implicit association test.8,274 cited
  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
  • 2012Fairness through awareness3,501 cited
  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
  • 2013Learning Fair Representations1,126 cited
  • 2006The Single Category Implicit Association Test as a measure of implicit social cognition.1,108 cited
  • 2018Word embeddings quantify 100 years of gender and ethnic stereotypes1,064 cited
  • 2019The Geometry of Culture: Analyzing the Meanings of Class through Word Embeddings675 cited
  • 2017Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness403 cited
  • 2014Slurs and appropriation: An echoic account316 cited
  • 2008Reliability and validity of the Single‐Target IAT (ST‐IAT): assessing automatic affect towards multiple attitude objects284 cited
  • 2017No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World173 cited
  • 1999“They Call Me Bruce, But They Won't Call Me Bruce Jones:” Asian American Naming Preferences and Patterns

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  • 2023SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models13 cited