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Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning
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Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning (2022)Gender Biases and Where to Find Them: Exp…StereoSet: Measuring stereotypical bias in pretrained language models (2021)StereoSet: Measuring stereoty…A Survey on Gender Bias in Natural Language Processing (2021)A Survey on Gender Bias in Na…Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation (2020)Queens are Powerful too: Miti…PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction (2020)PowerTransformer: Unsupervise…Gender Bias in Neural Natural Language Processing (2020)Gender Bias in Neural Natural…On Measuring Social Biases in Sentence Encoders (2019)On Measuring Social Biases in…Gender-preserving Debiasing for Pre-trained Word Embeddings (2019)Gender-preserving Debiasing f…Gender Bias in Contextualized Word Embeddings (2019)Gender Bias in Contextualized…Semantics derived automatically from language corpora contain human-like biases (2017)Semantics derived automatical…Measuring individual differences in implicit cognition: The implicit association test. (1998)Fairness through awareness (2012)Big Data's Disparate Impact (2014)Dissecting racial bias in an algorithm used to manage the health of populations (2019)A Survey on Bias and Fairness in Machine Learning (2021)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Measuring Bias in Contextualized Word Representations (2019)CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models (2020)Gender bias and stereotypes in Large Language Models (2023)Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints (2017)Five sources of bias in natural language processing (2021)Trustworthy AI: A Computational Perspective (2022)Measuring individual differences in implicit cognition: The implicit association test. (1998)Counterfactual Inference for Text Classification Debiasing (2021)FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders (2021)Generalizing to the Future (2022)Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy (2016)Societal Biases in Language Generation: Progress and Challenges (2021)An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models (2022)“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters (2023)Math = male, me = female, therefore math ≠ me. (2002)RoBERTa: A Robustly Optimized BERT Pretraining Approach (2019)Biases in Large Language Models: Origins, Inventory, and Discussion (2023)Language and woman's place (1973)The Intentional Stance (1987)Controlling other people: The impact of power on stereotyping. (1993)Detect and Perturb: Neutral Rewriting of Biased and Sensitive Text via Gradient-based Decoding (2021)Uncovering Implicit Gender Bias in Narratives through Commonsense Inference (2021)Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey (2023)Investigating Bias and Fairness in Facial Expression Recognition (2020)BBQ: A hand-built bias benchmark for question answering (2022)Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements (2022)Pipelines for Social Bias Testing of Large Language Models (2022)Fairness in Language Models Beyond English: Gaps and Challenges (2023)
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References

  • 2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
  • 2021StereoSet: Measuring stereotypical bias in pretrained language models643 cited
  • 2019On Measuring Social Biases in Sentence Encoders461 cited
  • 2019Gender Bias in Contextualized Word Embeddings334 cited
  • 2020Gender Bias in Neural Natural Language Processing266 cited
  • 2020Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation153 cited
  • 2019Gender-preserving Debiasing for Pre-trained Word Embeddings113 cited
  • 2020PowerTransformer: Unsupervised Controllable Revision for Biased Language Correction61 cited
  • 2021A Survey on Gender Bias in Natural Language Processing57 cited

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