Identifying and Reducing Gender Bias in Word-Level Language Models

5 April 2019

Papers citing "Identifying and Reducing Gender Bias in Word-Level Language Models"

50 / 207 papers shown

Title
Simple Text Detoxification by Identifying a Linear Toxic Subspace in Language Model Embeddings Andrew Wang Mohit Sudhakar Yangfeng Ji 10 2 0 15 Dec 2021
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 19 25 0 14 Dec 2021
Perceptual Score: What Data Modalities Does Your Model Perceive? Itai Gat Idan Schwartz A. Schwing 31 30 0 27 Oct 2021
The Arabic Parallel Gender Corpus 2.0: Extensions and Analyses Bashar Alhafni Nizar Habash Houda Bouamor 25 18 0 18 Oct 2021
Invariant Language Modeling Maxime Peyrard Sarvjeet Ghotra Martin Josifoski Vidhan Agarwal Barun Patra Dean Carignan Emre Kıcıman Robert West 21 13 0 16 Oct 2021
BBQ: A Hand-Built Bias Benchmark for Question Answering Alicia Parrish Angelica Chen Nikita Nangia Vishakh Padmakumar Jason Phang Jana Thompson Phu Mon Htut Sam Bowman 217 367 0 15 Oct 2021
Deep Learning for Bias Detection: From Inception to Deployment M. A. Bashar R. Nayak Anjor Kothare Vishal Sharma Kesavan Kandadai 14 2 0 12 Oct 2021
Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He Chunting Zhou Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig AAML 26 893 0 08 Oct 2021
Adversarial Examples Generation for Reducing Implicit Gender Bias in Pre-trained Models Wenqian Ye Fei Xu Yaojia Huang Cassie Huang A. Ji 9 2 0 03 Oct 2021
Identifying and Mitigating Gender Bias in Hyperbolic Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar Tanmoy Chakraborty FaML 16 4 0 28 Sep 2021
Challenges in Detoxifying Language Models Johannes Welbl Amelia Glaese J. Uesato Sumanth Dathathri John F. J. Mellor Lisa Anne Hendricks Kirsty Anderson Pushmeet Kohli Ben Coppin Po-Sen Huang LM&MA 250 193 0 15 Sep 2021
Does Pretraining for Summarization Require Knowledge Transfer? Kundan Krishna Jeffrey P. Bigham Zachary Chase Lipton 22 35 0 10 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 52 120 0 08 Sep 2021
Hi, my name is Martha: Using names to measure and mitigate bias in generative dialogue models Eric Michael Smith Adina Williams 30 28 0 07 Sep 2021
Social Norm Bias: Residual Harms of Fairness-Aware Algorithms Myra Cheng Maria De-Arteaga Lester W. Mackey Adam Tauman Kalai FaML 18 7 0 25 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 104 196 0 12 Jul 2021
Towards Knowledge-Grounded Counter Narrative Generation for Hate Speech Yi-Ling Chung Serra Sinem Tekiroğlu Marco Guerini 13 61 0 22 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavas 21 178 0 07 Jun 2021
Obstructing Classification via Projection P. Haghighatkhah Wouter Meulemans Bettina Speckmann Jérôme Urhausen Kevin Verbeek 27 6 0 19 May 2021
The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification Haochen Liu Wei Jin Hamid Karimi Zitao Liu Jiliang Tang 8 30 0 06 May 2021
What's in the Box? A Preliminary Analysis of Undesirable Content in the Common Crawl Corpus A. Luccioni J. Viviano 24 113 0 06 May 2021
Mitigating Political Bias in Language Models Through Reinforced Calibration Ruibo Liu Chenyan Jia Jason W. Wei Guangxuan Xu Lili Wang Soroush Vosoughi 17 98 0 30 Apr 2021
GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation Kang Min Yoo Dongju Park Jaewook Kang Sang-Woo Lee Woomyeong Park 14 234 0 18 Apr 2021
On the Interpretability and Significance of Bias Metrics in Texts: a PMI-based Approach Francisco Valentini Germán Rosati Damián E. Blasi D. Slezak Edgar Altszyler 22 3 0 13 Apr 2021
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding Spaces Niklas Friedrich Anne Lauscher Simone Paolo Ponzetto Goran Glavavs 23 7 0 11 Mar 2021
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders Pengyu Cheng Weituo Hao Siyang Yuan Shijing Si Lawrence Carin 25 100 0 11 Mar 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 259 374 0 28 Feb 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 30 39 0 23 Jan 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 215 138 0 23 Jan 2021
Persistent Anti-Muslim Bias in Large Language Models Abubakar Abid Maheen Farooqi James Zou AILaw 11 532 0 14 Jan 2021
A Distributional Approach to Controlled Text Generation Muhammad Khalifa Hady ElSahar Marc Dymetman 23 117 0 21 Dec 2020
Modifying Memories in Transformer Models Chen Zhu A. S. Rawat Manzil Zaheer Srinadh Bhojanapalli Daliang Li Felix X. Yu Sanjiv Kumar KELM 18 190 0 01 Dec 2020
Investigating Societal Biases in a Poetry Composition System Emily Sheng David C. Uthus 19 52 0 05 Nov 2020
Evaluating Gender Bias in Speech Translation Marta R. Costa-jussá Christine Basta Gerard I. Gállego 29 21 0 27 Oct 2020
Fair Embedding Engine: A Library for Analyzing and Mitigating Gender Bias in Word Embeddings Vaibhav Kumar Tenzin Singhay Bhotia Vaibhav Kumar FaML 8 2 0 25 Oct 2020
Mitigating Gender Bias in Machine Translation with Target Gender Annotations Arturs Stafanovivcs Toms Bergmanis Marcis Pinnis 6 58 0 13 Oct 2020
UnQovering Stereotyping Biases via Underspecified Questions Tao Li Tushar Khot Daniel Khashabi Ashish Sabharwal Vivek Srikumar 9 130 0 06 Oct 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 24 51 0 29 Sep 2020
Mitigating Gender Bias for Neural Dialogue Generation with Adversarial Learning Haochen Liu Wentao Wang Yiqi Wang Hui Liu Zitao Liu Jiliang Tang 19 5 0 28 Sep 2020
Evaluating representations by the complexity of learning low-loss predictors William F. Whitney M. Song David Brandfonbrener Jaan Altosaar Kyunghyun Cho 23 23 0 15 Sep 2020
GeDi: Generative Discriminator Guided Sequence Generation Ben Krause Akhilesh Deepak Gotmare Bryan McCann N. Keskar Shafiq R. Joty R. Socher Nazneen Rajani 56 389 0 14 Sep 2020
Towards Debiasing Sentence Representations Paul Pu Liang Irene Z Li Emily Zheng Y. Lim Ruslan Salakhutdinov Louis-Philippe Morency 18 231 0 16 Jul 2020
Mitigating Gender Bias in Captioning Systems Ruixiang Tang Mengnan Du Yuening Li Zirui Liu Na Zou Xia Hu FaML 11 65 0 15 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 11 47 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 33 1,186 0 28 May 2020
Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning Procheta Sen Debasis Ganguly 19 18 0 14 May 2020
It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations Samson Tan Shafiq R. Joty Min-Yen Kan R. Socher 166 103 0 09 May 2020
Algorithmic Fairness Dana Pessach E. Shmueli FaML 33 388 0 21 Jan 2020
Automatically Neutralizing Subjective Bias in Text Reid Pryzant Richard Diehl Martinez Nathan Dass Sadao Kurohashi Dan Jurafsky Diyi Yang 25 174 0 21 Nov 2019