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Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving
13 references·0 citing·37 second hop
Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving (2022)Word Embeddings via Causal Inference: Gen…Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation (2020)Double-Hard Debias: Tailoring…A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations (2020)A Causal Inference Method for…Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them (2019)Lipstick on a Pig: Debiasing …Gender-preserving Debiasing for Pre-trained Word Embeddings (2019)Gender-preserving Debiasing f…Gender Bias in Contextualized Word Embeddings (2019)Gender Bias in Contextualized…Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings (2019)Black is to Criminal as Cauca…Attenuating Bias in Word Vectors (2019)Attenuating Bias in Word Vect…Word embeddings quantify 100 years of gender and ethnic stereotypes (2018)Word embeddings quantify 100 …Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Avoiding Discrimination through Causal Reasoning (2017)Avoiding Discrimination throu…Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Man is to Computer Programmer…Measuring individual differences in implicit cognition: The implicit association test. (1998)Measuring individual differen…Measuring individual differences in implicit cognition: The implicit association test. (1998)Measuring individual differen…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)Fairness through awareness (2012)Big Data's Disparate Impact (2014)Certifying and Removing Disparate Impact (2015)The role of artificial intelligence in achieving the Sustainable Development Goals (2020)A Survey on Bias and Fairness in Machine Learning (2021)Equality of Opportunity in Supervised Learning (2016)Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)A snapshot of the frontiers of fairness in machine learning (2020)Bias and Discrimination in AI: A Cross-Disciplinary Perspective (2021)Algorithmic fairness in education (2022)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)Mitigating Unwanted Biases with Adversarial Learning (2018)Evaluating the Underlying Gender Bias in Contextualized Word Embeddings (2019)Identifying and Reducing Gender Bias in Word-Level Language Models (2019)Gender Bias in Machine Translation (2021)Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints (2017)Gender Bias in Neural Natural Language Processing (2020)Five sources of bias in natural language processing (2021)Trustworthy AI: A Computational Perspective (2022)Dissecting racial bias in an algorithm used to manage the health of populations (2019)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Towards Debiasing Sentence Representations (2020)Re-imagining Algorithmic Fairness in India and Beyond (2021)Counterfactual Inference for Text Classification Debiasing (2021)FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders (2021)Fairness in Deep Learning: A Survey on Vision and Language Research (2023)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)
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References

  • 1998Measuring individual differences in implicit cognition: The implicit association test.9,206 cited
  • 1998Measuring individual differences in implicit cognition: The implicit association test.8,274 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
  • 2018Word embeddings quantify 100 years of gender and ethnic stereotypes1,064 cited
  • 2017Avoiding Discrimination through Causal Reasoning358 cited
  • 2019Gender Bias in Contextualized Word Embeddings334 cited
  • 2019Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings262 cited
  • 2019Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them242 cited
  • 2019Gender-preserving Debiasing for Pre-trained Word Embeddings113 cited
  • 2019Attenuating Bias in Word Vectors99 cited
  • 2020Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation44 cited
  • 2020A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations35 cited

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