Language (Technology) is Power: A Critical Survey of "Bias" in NLP

28 May 2020

Papers citing "Language (Technology) is Power: A Critical Survey of "Bias" in NLP"

50 / 236 papers shown

Title
Bipol: Multi-axes Evaluation of Bias with Explainability in Benchmark Datasets Tosin P. Adewumi Isabella Sodergren Lama Alkhaled Sana Sabah Sabry F. Liwicki Marcus Liwicki 35 4 0 28 Jan 2023
CORGI-PM: A Chinese Corpus For Gender Bias Probing and Mitigation Ge Zhang Yizhi Li Yaoyao Wu Linyuan Zhang Chenghua Lin Jiayi Geng Shi Wang Jie Fu 29 10 0 01 Jan 2023
Trustworthy Social Bias Measurement Rishi Bommasani Percy Liang 27 10 0 20 Dec 2022
POTATO: The Portable Text Annotation Tool Jiaxin Pei Aparna Ananthasubramaniam Xingyao Wang Naitian Zhou Jackson Sargent Apostolos Dedeloudis David Jurgens VLM 27 58 0 16 Dec 2022
On Safe and Usable Chatbots for Promoting Voter Participation Bharath Muppasani Vishal Pallagani Kausik Lakkaraju Shuge Lei Biplav Srivastava Brett W. Robertson Andrea A. Hickerson Vignesh Narayanan 32 2 0 16 Dec 2022
RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding Ziwei Ji Zihan Liu Nayeon Lee Tiezheng Yu Bryan Wilie Mini Zeng Pascale Fung HILM 23 53 0 03 Dec 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 22 6 0 15 Nov 2022
A Survey for Efficient Open Domain Question Answering Qin Zhang Shan Chen Dongkuan Xu Qingqing Cao Xiaojun Chen Trevor Cohn Meng Fang 28 33 0 15 Nov 2022
SocioProbe: What, When, and Where Language Models Learn about Sociodemographics Anne Lauscher Federico Bianchi Samuel R. Bowman Dirk Hovy 29 7 0 08 Nov 2022
The Shared Task on Gender Rewriting Bashar Alhafni Nizar Habash Houda Bouamor Ossama Obeid Sultan Alrowili ... Mohamed Gabr Abderrahmane Issam Abdelrahim Qaddoumi K. Vijay-Shanker Mahmoud Zyate 34 1 0 22 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 27 35 0 20 Oct 2022
How Hate Speech Varies by Target Identity: A Computational Analysis Michael Miller Yoder Lynnette Hui Xian Ng D. W. Brown Kathleen M. Carley 30 20 0 19 Oct 2022
Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information I. Nejadgholi Esma Balkir Kathleen C. Fraser S. Kiritchenko 40 3 0 19 Oct 2022
The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks Nikil Selvam Sunipa Dev Daniel Khashabi Tushar Khot Kai-Wei Chang ALM 24 25 0 18 Oct 2022
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 22 25 0 16 Oct 2022
The User-Aware Arabic Gender Rewriter Bashar Alhafni Ossama Obeid Nizar Habash 29 2 0 14 Oct 2022
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation Nan Wang Qifan Wang Yi-Chia Wang Maziar Sanjabi Jingzhou Liu Hamed Firooz Hongning Wang Shaoliang Nie 28 6 0 14 Oct 2022
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 27 25 0 13 Oct 2022
Back to the Future: On Potential Histories in NLP Zeerak Talat Anne Lauscher AI4TS 30 4 0 12 Oct 2022
Social-Group-Agnostic Word Embedding Debiasing via the Stereotype Content Model Ali Omrani Brendan Kennedy M. Atari Morteza Dehghani 24 1 0 11 Oct 2022
Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction Renee Shelby Shalaleh Rismani Kathryn Henne AJung Moon Negar Rostamzadeh ... N'Mah Yilla-Akbari Jess Gallegos A. Smart Emilio Garcia Gurleen Virk 36 188 0 11 Oct 2022
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs Angelie Kraft Ricardo Usbeck KELM 32 9 0 07 Oct 2022
A Human Rights-Based Approach to Responsible AI Vinodkumar Prabhakaran Margaret Mitchell Timnit Gebru Iason Gabriel 41 36 0 06 Oct 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 227 506 0 28 Sep 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 16 54 0 25 Sep 2022
Controllable Text Generation for Open-Domain Creativity and Fairness Nanyun Peng 23 6 0 24 Sep 2022
A Review of Challenges in Machine Learning based Automated Hate Speech Detection Abhishek Velankar H. Patil Raviraj Joshi 32 8 0 12 Sep 2022
Lost in Translation: Reimagining the Machine Learning Life Cycle in Education Lydia T. Liu Serena Wang Tolani A. Britton Rediet Abebe AI4Ed 21 1 0 08 Sep 2022
"Es geht um Respekt, nicht um Technologie": Erkenntnisse aus einem Interessensgruppen-übergreifenden Workshop zu genderfairer Sprache und Sprachtechnologie Sabrina Burtscher Katta Spiel Lukas Daniel Klausner Manuel Lardelli Dagmar Gromann 21 7 0 06 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 24 5 0 29 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 59 349 0 18 Aug 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 44 16 0 17 Aug 2022
Towards No.1 in CLUE Semantic Matching Challenge: Pre-trained Language Model Erlangshen with Propensity-Corrected Loss Junjie Wang Yuxiang Zhang Ping Yang Ruyi Gan 25 2 0 05 Aug 2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gokhan Tur Premkumar Natarajan 54 82 0 02 Aug 2022
On the Limitations of Sociodemographic Adaptation with Transformers Chia-Chien Hung Anne Lauscher Dirk Hovy Simone Paolo Ponzetto Goran Glavavs 27 0 0 01 Aug 2022
A Hazard Analysis Framework for Code Synthesis Large Language Models Heidy Khlaaf Pamela Mishkin Joshua Achiam Gretchen Krueger Miles Brundage ELM 17 28 0 25 Jul 2022
BERTIN: Efficient Pre-Training of a Spanish Language Model using Perplexity Sampling Javier de la Rosa E. G. Ponferrada Paulo Villegas Pablo González de Prado Salas Manu Romero María Grandury 35 95 0 14 Jul 2022
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America Laura Alonso Alemany Luciana Benotti Hernán Maina Lucía González Mariela Rajngewerc ... Guido Ivetta Alexia Halvorsen Amanda Rojo M. Bordone Beatriz Busaniche 32 3 0 14 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 20 8 0 10 Jul 2022
Towards WinoQueer: Developing a Benchmark for Anti-Queer Bias in Large Language Models Virginia K. Felkner Ho-Chun Herbert Chang Eugene Jang Jonathan May OSLM 21 8 0 23 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 30 49 0 16 Jun 2022
Detecting Harmful Online Conversational Content towards LGBTQIA+ Individuals Jamell Dacon Harry Shomer Shaylynn Crum-Dacon Jiliang Tang 24 8 0 15 Jun 2022
Resolving the Human Subjects Status of Machine Learning's Crowdworkers Divyansh Kaushik Zachary Chase Lipton A. London 25 2 0 08 Jun 2022
Challenges in Applying Explainability Methods to Improve the Fairness of NLP Models Esma Balkir S. Kiritchenko I. Nejadgholi Kathleen C. Fraser 21 36 0 08 Jun 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting Tomasz Korbak Hady ElSahar Germán Kruszewski Marc Dymetman CLL 25 50 0 01 Jun 2022
Toward Understanding Bias Correlations for Mitigation in NLP Lu Cheng Suyu Ge Huan Liu 36 8 0 24 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 46 14 0 23 May 2022
KOLD: Korean Offensive Language Dataset Young-kuk Jeong Juhyun Oh Jaimeen Ahn Jongwon Lee Jihyung Mon Sungjoon Park Alice H. Oh 57 25 0 23 May 2022
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 79 130 0 18 May 2022
Deconstructing NLG Evaluation: Evaluation Practices, Assumptions, and Their Implications Kaitlyn Zhou Su Lin Blodgett Adam Trischler Hal Daumé Kaheer Suleman Alexandra Olteanu ELM 99 26 0 13 May 2022