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
Retiring Adult: New Datasets for Fair Machine Learning Frances Ding Moritz Hardt John Miller Ludwig Schmidt 233 463 0 10 Aug 2021
Post-hoc Interpretability for Neural NLP: A Survey Andreas Madsen Siva Reddy A. Chandar XAI 124 233 0 10 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 91 88 0 07 Aug 2021
Evaluating CLIP: Towards Characterization of Broader Capabilities and Downstream Implications Sandhini Agarwal Gretchen Krueger Jack Clark Alec Radford Jong Wook Kim Miles Brundage 67 143 0 05 Aug 2021
Adaptation and Generalization for Unknown Sensitive Factors of Variations William Paul Philippe Burlina AAML 79 0 0 28 Jul 2021
Theoretical foundations and limits of word embeddings: what types of meaning can they capture? Alina Arseniev-Koehler 70 21 0 22 Jul 2021
Using Adversarial Debiasing to Remove Bias from Word Embeddings Dana Kenna FaML 40 4 0 21 Jul 2021
Probabilistic Verification of Neural Networks Against Group Fairness Bing-Jie Sun Jun Sun Ting Dai Lijun Zhang AAML 30 25 0 18 Jul 2021
Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling Peixin Zhang Jingyi Wang Jun Sun Xinyu Wang Guoliang Dong Xingen Wang Ting Dai Jin Song Dong 47 24 0 17 Jul 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 203 129 0 16 Jul 2021
Intersectional Bias in Causal Language Models Liam Magee Lida Ghahremanlou K. Soldatić S. Robertson 219 33 0 16 Jul 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 111 172 0 15 Jul 2021
Auditing for Diversity using Representative Examples Vijay Keswani L. E. Celis 69 3 0 15 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 196 213 0 12 Jul 2021
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering Siddharth Karamcheti Ranjay Krishna Li Fei-Fei Christopher D. Manning 96 92 0 06 Jul 2021
The Price of Diversity H. Bandi Dimitris Bertsimas 46 0 0 03 Jul 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 92 112 0 28 Jun 2021
Integrating topic modeling and word embedding to characterize violent deaths Alina Arseniev-Koehler S. Cochran V. Mays Kai-Wei Chang J. Foster 51 34 0 28 Jun 2021
SITTA: Single Image Texture Translation for Data Augmentation Boyi Li Huayu Chen Nayeon Lee Serge Belongie 28 3 0 25 Jun 2021
A Source-Criticism Debiasing Method for GloVe Embeddings Hope McGovern 32 2 0 25 Jun 2021
Towards Understanding and Mitigating Social Biases in Language Models Paul Pu Liang Chiyu Wu Louis-Philippe Morency Ruslan Salakhutdinov 102 399 0 24 Jun 2021
Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data Paul Pu Liang Terrance Liu Anna Cai Michal Muszynski Ryo Ishii Nicholas B. Allen Randy P. Auerbach David Brent Ruslan Salakhutdinov Louis-Philippe Morency 87 18 0 24 Jun 2021
A Survey of Race, Racism, and Anti-Racism in NLP Anjalie Field Su Lin Blodgett Zeerak Talat Yulia Tsvetkov 101 124 0 21 Jun 2021
Process for Adapting Language Models to Society (PALMS) with Values-Targeted Datasets Irene Solaiman Christy Dennison 115 226 0 18 Jun 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 71 138 0 16 Jun 2021
Modeling Profanity and Hate Speech in Social Media with Semantic Subspaces Vanessa Hahn Dana Ruiter Thomas Kleinbauer Dietrich Klakow 47 7 0 14 Jun 2021
FairCanary: Rapid Continuous Explainable Fairness Avijit Ghosh Aalok Shanbhag Christo Wilson 107 22 0 13 Jun 2021
Explaining the Deep Natural Language Processing by Mining Textual Interpretable Features F. Ventura Salvatore Greco D. Apiletti Tania Cerquitelli 37 1 0 12 Jun 2021
Case Studies on using Natural Language Processing Techniques in Customer Relationship Management Software ¸Sükrü Ozan 14 8 0 09 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavaš 100 184 0 07 Jun 2021
A Near-Optimal Algorithm for Debiasing Trained Machine Learning Models Ibrahim Alabdulmohsin Mario Lucic 58 22 0 06 Jun 2021
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning Yuyan Wang Xuezhi Wang Alex Beutel Flavien Prost Jilin Chen Ed H. Chi FaML 61 48 0 04 Jun 2021
Understanding and Countering Stereotypes: A Computational Approach to the Stereotype Content Model Kathleen C. Fraser I. Nejadgholi S. Kiritchenko 74 41 0 04 Jun 2021
Gender Bias Hidden Behind Chinese Word Embeddings: The Case of Chinese Adjectives Meichun Jiao Ziyang Luo 66 9 0 01 Jun 2021
Gender Bias Amplification During Speed-Quality Optimization in Neural Machine Translation Adithya Renduchintala Denise Díaz Kenneth Heafield Xian Li Mona T. Diab 84 41 0 01 Jun 2021
Obstructing Classification via Projection P. Haghighatkhah Wouter Meulemans Bettina Speckmann Jérôme Urhausen Kevin Verbeek 49 6 0 19 May 2021
Beyond "Fairness:" Structural (In)justice Lenses on AI for Education Michael A. Madaio Su Lin Blodgett Elijah Mayfield Ezekiel Dixon-Román 41 30 0 18 May 2021
The Low-Dimensional Linear Geometry of Contextualized Word Representations Evan Hernandez Jacob Andreas MILM 106 45 0 15 May 2021
Evaluating Gender Bias in Natural Language Inference Shanya Sharma Manan Dey Koustuv Sinha 81 41 0 12 May 2021
Transitioning to human interaction with AI systems: New challenges and opportunities for HCI professionals to enable human-centered AI Wei Xu Marvin Dainoff Liezhong Ge Zaifeng Gao 126 178 0 12 May 2021
Addressing "Documentation Debt" in Machine Learning Research: A Retrospective Datasheet for BookCorpus Jack Bandy Nicholas Vincent 69 57 0 11 May 2021
The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification Haochen Liu Wei Jin Hamid Karimi Zitao Liu Jiliang Tang 56 32 0 06 May 2021
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl Corpus A. Luccioni J. Viviano 107 119 0 06 May 2021
Reliability Testing for Natural Language Processing Systems Samson Tan Shafiq Joty K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 98 41 0 06 May 2021
When Fair Ranking Meets Uncertain Inference Avijit Ghosh Ritam Dutt Christo Wilson 114 46 0 05 May 2021
Impact of Gender Debiased Word Embeddings in Language Modeling Christine Basta Marta R. Costa-jussá 70 4 0 03 May 2021
An Examination of Fairness of AI Models for Deepfake Detection Loc Trinh Yang Liu CVBM 138 35 0 02 May 2021
Mitigating Political Bias in Language Models Through Reinforced Calibration Ruibo Liu Chenyan Jia Jason W. Wei Guangxuan Xu Lili Wang Soroush Vosoughi 75 99 0 30 Apr 2021
Analysis of Legal Documents via Non-negative Matrix Factorization Methods Ryan Budahazy Lu Cheng Yihuan Huang Andrew Johnson Pengyu Li Joshua Vendrow Zhoutong Wu Denali Molitor E. Rebrova Deanna Needell 58 2 0 28 Apr 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 83 63 0 28 Apr 2021