Gender Bias in Contextualized Word Embeddings

5 April 2019

Papers citing "Gender Bias in Contextualized Word Embeddings"

50 / 241 papers shown

Title
Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing Sindhu C. M. Gowda Shalmali Joshi Haoran Zhang Marzyeh Ghassemi CML 34 8 0 27 Aug 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies Sunipa Dev Masoud Monajatipoor Anaelia Ovalle Arjun Subramonian J. M. Phillips Kai-Wei Chang 39 164 0 27 Aug 2021
Examining Covert Gender Bias: A Case Study in Turkish and English Machine Translation Models Chloe Ciora Nur Iren Malihe Alikhani 35 20 0 23 Aug 2021
Diachronic Analysis of German Parliamentary Proceedings: Ideological Shifts through the Lens of Political Biases Tobias Walter Celina Kirschner Steffen Eger Goran Glavaš Anne Lauscher Simone Paolo Ponzetto 19 20 0 13 Aug 2021
Learning Bias-Invariant Representation by Cross-Sample Mutual Information Minimization Wei-wei Zhu Haitian Zheng Haofu Liao Weijian Li Jiebo Luo 35 43 0 11 Aug 2021
On Measures of Biases and Harms in NLP Sunipa Dev Emily Sheng Jieyu Zhao Aubrie Amstutz Jiao Sun ... M. Sanseverino Jiin Kim Akihiro Nishi Nanyun Peng Kai-Wei Chang 31 80 0 07 Aug 2021
Intersectional Bias in Causal Language Models Liam Magee Lida Ghahremanlou K. Soldatić S. Robertson 191 31 0 16 Jul 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 104 197 0 12 Jul 2021
Automated Self-Supervised Learning for Graphs Wei Jin Xiaorui Liu Xiangyu Zhao Yao Ma Neil Shah Jiliang Tang SSL 29 76 0 10 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavaš 45 178 0 07 Jun 2021
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl Corpus A. Luccioni J. Viviano 35 114 0 06 May 2021
Adapting Coreference Resolution for Processing Violent Death Narratives Ankith Uppunda S. Cochran J. Foster Alina Arseniev-Koehler V. Mays Kai-Wei Chang 25 8 0 30 Apr 2021
Causal Learning for Socially Responsible AI Lu Cheng Ahmadreza Mosallanezhad Paras Sheth Huan Liu 85 13 0 25 Apr 2021
Modeling Ideological Salience and Framing in Polarized Online Groups with Graph Neural Networks and Structured Sparsity Valentin Hofmann Xiaowen Dong J. Pierrehumbert Hinrich Schütze 21 14 0 18 Apr 2021
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan Yonatan Bisk VLM 32 56 0 18 Apr 2021
Moving on from OntoNotes: Coreference Resolution Model Transfer Patrick Xia Benjamin Van Durme 33 30 0 17 Apr 2021
Unmasking the Mask -- Evaluating Social Biases in Masked Language Models Masahiro Kaneko Danushka Bollegala 29 69 0 15 Apr 2021
Double Perturbation: On the Robustness of Robustness and Counterfactual Bias Evaluation Chong Zhang Jieyu Zhao Huan Zhang Kai-Wei Chang Cho-Jui Hsieh AAML 27 10 0 12 Apr 2021
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding Spaces Niklas Friedrich Anne Lauscher Simone Paolo Ponzetto Goran Glavaš 33 7 0 11 Mar 2021
WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddings Bhavya Ghai Md. Naimul Hoque Klaus Mueller 31 26 0 05 Mar 2021
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models Hannah Rose Kirk Yennie Jun Haider Iqbal Elias Benussi Filippo Volpin F. Dreyer Aleksandar Shtedritski Yuki M. Asano 22 179 0 08 Feb 2021
Stereotype and Skew: Quantifying Gender Bias in Pre-trained and Fine-tuned Language Models Daniel de Vassimon Manela D. Errington Thomas Fisher B. V. Breugel Pasquale Minervini 14 88 0 24 Jan 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 38 38 0 23 Jan 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 218 137 0 23 Jan 2021
Intrinsic Bias Metrics Do Not Correlate with Application Bias Seraphina Goldfarb-Tarrant Rebecca Marchant Ricardo Muñoz Sánchez Mugdha Pandya Adam Lopez 27 171 0 31 Dec 2020
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved Interpretability Sunipa Dev 34 1 0 25 Nov 2020
Unequal Representations: Analyzing Intersectional Biases in Word Embeddings Using Representational Similarity Analysis Michael A. Lepori 40 12 0 24 Nov 2020
Adversarial Black-Box Attacks On Text Classifiers Using Multi-Objective Genetic Optimization Guided By Deep Networks Alex Mathai Shreya Khare Srikanth G. Tamilselvam Senthil Mani AAML 36 6 0 08 Nov 2020
Evaluating Bias In Dutch Word Embeddings Rodrigo Alejandro Chávez Mulsa Gerasimos Spanakis 18 20 0 31 Oct 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 28 123 0 27 Oct 2020
Discovering and Interpreting Biased Concepts in Online Communities Xavier Ferrer-Aran Tom van Nuenen Natalia Criado Jose Such 22 2 0 27 Oct 2020
On Transferability of Bias Mitigation Effects in Language Model Fine-Tuning Xisen Jin Francesco Barbieri Brendan Kennedy Aida Mostafazadeh Davani Leonardo Neves Xiang Ren 35 5 0 24 Oct 2020
Measuring and Reducing Gendered Correlations in Pre-trained Models Kellie Webster Xuezhi Wang Ian Tenney Alex Beutel Emily Pitler Ellie Pavlick Jilin Chen Ed Chi Slav Petrov FaML 18 250 0 12 Oct 2020
Case Study: Deontological Ethics in NLP Shrimai Prabhumoye Brendon Boldt Ruslan Salakhutdinov A. Black AILaw 24 27 0 09 Oct 2020
LOGAN: Local Group Bias Detection by Clustering Jieyu Zhao Kai-Wei Chang 21 14 0 06 Oct 2020
UnQovering Stereotyping Biases via Underspecified Questions Tao Li Tushar Khot Daniel Khashabi Ashish Sabharwal Vivek Srikumar 25 131 0 06 Oct 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 58 1,134 0 24 Sep 2020
Exploring the Linear Subspace Hypothesis in Gender Bias Mitigation Francisco Vargas Ryan Cotterell 41 29 0 20 Sep 2020
Investigating Gender Bias in BERT Rishabh Bhardwaj Navonil Majumder Soujanya Poria 33 106 0 10 Sep 2020
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation Qiong Wu Adam Hare Sirui Wang Yuwei Tu Zhenming Liu Christopher G. Brinton Jun Luo 21 13 0 05 Aug 2020
Towards Debiasing Sentence Representations Paul Pu Liang Irene Z Li Emily Zheng Y. Lim Ruslan Salakhutdinov Louis-Philippe Morency 18 230 0 16 Jul 2020
OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 21 53 0 30 Jun 2020
Two Simple Ways to Learn Individual Fairness Metrics from Data Debarghya Mukherjee Mikhail Yurochkin Moulinath Banerjee Yuekai Sun FaML 26 96 0 19 Jun 2020
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Xia Hu FaML 19 65 0 15 Jun 2020
Detecting Emergent Intersectional Biases: Contextualized Word Embeddings Contain a Distribution of Human-like Biases W. Guo Aylin Caliskan 16 233 0 06 Jun 2020
Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar Tanmoy Chakraborty CVBM 16 46 0 02 Jun 2020
Language (Technology) is Power: A Critical Survey of "Bias" in NLP Su Lin Blodgett Solon Barocas Hal Daumé Hanna M. Wallach 53 1,193 0 28 May 2020
Demoting Racial Bias in Hate Speech Detection Mengzhou Xia Anjalie Field Yulia Tsvetkov 38 116 0 25 May 2020
Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning Procheta Sen Debasis Ganguly 27 18 0 14 May 2020
Cyberbullying Detection with Fairness Constraints O. Gencoglu 19 48 0 09 May 2020