Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

21 July 2016

Adam Kalai

Papers citing "Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings"

50 / 779 papers shown

Title
Censorship of Online Encyclopedias: Implications for NLP Models Eddie Yang Margaret E. Roberts 43 16 0 22 Jan 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 131 17 0 18 Jan 2021
Persistent Anti-Muslim Bias in Large Language Models Abubakar Abid Maheen Farooqi James Zou AILaw 137 562 0 14 Jan 2021
Controlled Analyses of Social Biases in Wikipedia Bios Anjalie Field Chan Young Park Kevin Z. Lin Yulia Tsvetkov 81 26 0 31 Dec 2020
Intrinsic Bias Metrics Do Not Correlate with Application Bias Seraphina Goldfarb-Tarrant Rebecca Marchant Ricardo Muñoz Sánchez Mugdha Pandya Adam Lopez 157 180 0 31 Dec 2020
Confronting Abusive Language Online: A Survey from the Ethical and Human Rights Perspective S. Kiritchenko I. Nejadgholi Kathleen C. Fraser AILaw 113 89 0 22 Dec 2020
Model Choices Influence Attributive Word Associations: A Semi-supervised Analysis of Static Word Embeddings Geetanjali Bihani Julia Taylor Rayz 45 2 0 14 Dec 2020
Enabling Collaborative Data Science Development with the Ballet Framework Micah J. Smith Jürgen Cito Kelvin Lu K. Veeramachaneni 76 8 0 14 Dec 2020
TARA: Training and Representation Alteration for AI Fairness and Domain Generalization William Paul Armin Hadzic Neil J. Joshi F. Alajaji Philippe Burlina 89 19 0 11 Dec 2020
Towards Neural Programming Interfaces Zachary Brown Nathaniel R. Robinson David Wingate Nancy Fulda AI4CE 116 5 0 10 Dec 2020
Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately Fereshte Khani Percy Liang FaML 61 66 0 07 Dec 2020
Attribute-Guided Adversarial Training for Robustness to Natural Perturbations Tejas Gokhale Rushil Anirudh B. Kailkhura Jayaraman J. Thiagarajan Chitta Baral Yezhou Yang AAML OOD 58 38 0 03 Dec 2020
Fair Attribute Classification through Latent Space De-biasing V. V. Ramaswamy Sunnie S. Y. Kim Olga Russakovsky 103 165 0 02 Dec 2020
Modifying Memories in Transformer Models Chen Zhu A. S. Rawat Manzil Zaheer Srinadh Bhojanapalli Daliang Li Felix X. Yu Sanjiv Kumar KELM 126 203 0 01 Dec 2020
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved Interpretability Sunipa Dev 90 1 0 25 Nov 2020
Argument from Old Man's View: Assessing Social Bias in Argumentation Maximilian Spliethover Henning Wachsmuth 54 20 0 24 Nov 2020
Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP John Chen Ian Berlot-Attwell Safwan Hossain Xindi Wang Frank Rudzicz FaML 51 8 0 19 Nov 2020
Debiasing Convolutional Neural Networks via Meta Orthogonalization Kurtis Evan David Qiang Liu Ruth C. Fong FaML 41 3 0 15 Nov 2020
Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification Robert Adragna Elliot Creager David Madras R. Zemel OOD FaML 80 43 0 12 Nov 2020
Situated Data, Situated Systems: A Methodology to Engage with Power Relations in Natural Language Processing Research Lucy Havens Melissa Mhairi Terras Benjamin Bach Beatrice Alex 87 22 0 11 Nov 2020
Intentonomy: a Dataset and Study towards Human Intent Understanding Menglin Jia Zuxuan Wu A. Reiter Claire Cardie Serge J. Belongie Ser-Nam Lim 51 29 0 11 Nov 2020
On the Privacy Risks of Algorithmic Fairness Hong Chang Reza Shokri FaML 195 113 0 07 Nov 2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 189 688 0 06 Nov 2020
Semantic and Relational Spaces in Science of Science: Deep Learning Models for Article Vectorisation Diego Kozlowski Jennifer Dusdal Jun Pang A. Zilian 22 17 0 05 Nov 2020
Investigating Societal Biases in a Poetry Composition System Emily Sheng David C. Uthus 83 53 0 05 Nov 2020
Analyzing Gender Bias within Narrative Tropes Dhruvil Gala Mohammad Omar Khursheed Hanna Lerner Brendan O'Connor Mohit Iyyer AI4CE 49 15 0 30 Oct 2020
"Thy algorithm shalt not bear false witness": An Evaluation of Multiclass Debiasing Methods on Word Embeddings Thalea Schlender Gerasimos Spanakis 34 3 0 30 Oct 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 105 162 0 28 Oct 2020
A Comprehensive Survey on Word Representation Models: From Classical to State-Of-The-Art Word Representation Language Models Usman Naseem Imran Razzak S. Khan M. Prasad 86 161 0 28 Oct 2020
Towards Ethics by Design in Online Abusive Content Detection S. Kiritchenko I. Nejadgholi 79 13 0 28 Oct 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 94 125 0 27 Oct 2020
Discovering and Interpreting Biased Concepts in Online Communities Xavier Ferrer-Aran Tom van Nuenen Natalia Criado Jose Such 47 2 0 27 Oct 2020
Robust and Consistent Estimation of Word Embedding for Bangla Language by fine-tuning Word2Vec Model Rifat Rahman 68 9 0 26 Oct 2020
Fair Embedding Engine: A Library for Analyzing and Mitigating Gender Bias in Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar FaML 35 2 0 25 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 92 5 0 24 Oct 2020
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training Oshin Agarwal Heming Ge Siamak Shakeri Rami Al-Rfou 82 38 0 23 Oct 2020
The De-democratization of AI: Deep Learning and the Compute Divide in Artificial Intelligence Research N. Ahmed Muntasir Wahed 87 111 0 22 Oct 2020
German's Next Language Model Branden Chan Stefan Schweter Timo Möller 104 276 0 21 Oct 2020
Fairness in Streaming Submodular Maximization: Algorithms and Hardness Marwa El Halabi Slobodan Mitrović A. Norouzi-Fard Jakab Tardos Jakub Tarnawski 55 49 0 14 Oct 2020
Explainability for fair machine learning T. Begley Tobias Schwedes Christopher Frye Ilya Feige FaML FedML 101 47 0 14 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 119 260 0 12 Oct 2020
Case Study: Deontological Ethics in NLP Shrimai Prabhumoye Brendon Boldt Ruslan Salakhutdinov A. Black AILaw 73 29 0 09 Oct 2020
Compositional Demographic Word Embeddings Charles F Welch Jonathan K. Kummerfeld Verónica Pérez-Rosas Rada Mihalcea 106 32 0 06 Oct 2020
Robustness and Reliability of Gender Bias Assessment in Word Embeddings: The Role of Base Pairs Haiyang Zhang Alison Sneyd Mark Stevenson 41 15 0 06 Oct 2020
BERT Knows Punta Cana is not just beautiful, it's gorgeous: Ranking Scalar Adjectives with Contextualised Representations Aina Garí Soler Marianna Apidianaki 39 19 0 06 Oct 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 154 31 0 06 Oct 2020
UnQovering Stereotyping Biases via Underspecified Questions Tao Li Tushar Khot Daniel Khashabi Ashish Sabharwal Vivek Srikumar 86 138 0 06 Oct 2020
We Don't Speak the Same Language: Interpreting Polarization through Machine Translation Ashiqur R. KhudaBukhsh Rupak Sarkar M. Kamlet Tom Michael Mitchell 50 51 0 05 Oct 2020
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 116 656 0 04 Oct 2020
Explaining Deep Neural Networks Oana-Maria Camburu XAI FAtt 110 26 0 04 Oct 2020