Social Biases in NLP Models as Barriers for Persons with Disabilities

2 May 2020

Ben Hutchinson

Vinodkumar Prabhakaran

Papers citing "Social Biases in NLP Models as Barriers for Persons with Disabilities"

50 / 163 papers shown

Title
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 28 6 0 15 Nov 2022
User or Labor: An Interaction Framework for Human-Machine Relationships in NLP Ruyuan Wan Naome A. Etori Karla A. Badillo-Urquiola Dongyeop Kang 11 8 0 03 Nov 2022
Social Biases in Automatic Evaluation Metrics for NLG Mingqi Gao Xiaojun Wan 33 3 0 17 Oct 2022
A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter Kyra Yee Alice Schoenauer Sebag Olivia Redfield Emily Sheng Matthias Eck Luca Belli 28 2 0 07 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 129 95 0 06 Oct 2022
A Human Rights-Based Approach to Responsible AI Vinodkumar Prabhakaran Margaret Mitchell Timnit Gebru Iason Gabriel 51 36 0 06 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 32 54 0 25 Sep 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 234 449 0 23 Aug 2022
Interacting with next-phrase suggestions: How suggestion systems aid and influence the cognitive processes of writing Advait Bhat Saaket Agashe Niharika Mohile Parth Oberoi R. Jangir Anirudha N. Joshi 36 37 0 01 Aug 2022
Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities Pranav Dheram Murugesan Ramakrishnan A. Raju I-Fan Chen Brian King Katherine L. Powell Melissa Saboowala Karan Shetty A. Stolcke 33 33 0 22 Jul 2022
Data Representativeness in Accessibility Datasets: A Meta-Analysis Rie Kamikubo Lining Wang Crystal Marte Amnah Mahmood Hernisa Kacorri 38 18 0 16 Jul 2022
Flexible text generation for counterfactual fairness probing Zee Fryer Vera Axelrod Ben Packer Alex Beutel Jilin Chen Kellie Webster 26 19 0 28 Jun 2022
Using BERT Embeddings to Model Word Importance in Conversational Transcripts for Deaf and Hard of Hearing Users Akhter Al Amin Saad Hassan Cecilia Ovesdotter Alm Matt Huenerfauth 13 5 0 24 Jun 2022
ABCinML: Anticipatory Bias Correction in Machine Learning Applications Abdulaziz A. Almuzaini C. Bhatt David M. Pennock V. Singh FaML 30 10 0 14 Jun 2022
Challenges in Measuring Bias via Open-Ended Language Generation Afra Feyza Akyürek Muhammed Yusuf Kocyigit Sejin Paik Derry Wijaya 43 22 0 23 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification Jianfeng Chi Will Shand Yaodong Yu Kai-Wei Chang Han Zhao Yuan Tian FaML 51 14 0 23 May 2022
How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing Samuel Sousa Roman Kern PILM AILaw 28 40 0 20 May 2022
Richer Countries and Richer Representations Kaitlyn Zhou Kawin Ethayarajh Dan Jurafsky 46 9 0 10 May 2022
Behind the Mask: Demographic bias in name detection for PII masking Courtney Mansfield Amandalynne Paullada Kristen Howell 16 10 0 09 May 2022
Data Governance in the Age of Large-Scale Data-Driven Language Technology Yacine Jernite Huu Nguyen Stella Biderman A. Rogers Maraim Masoud ... Jorg Frohberg Aaron Gokaslan Peter Henderson Rishi Bommasani Margaret Mitchell 26 52 0 04 May 2022
Identifying and Measuring Token-Level Sentiment Bias in Pre-trained Language Models with Prompts Apoorv Garg Deval Srivastava Zhiyang Xu Lifu Huang 16 5 0 15 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 148 6,035 0 05 Apr 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 34 6 0 10 Mar 2022
A study on the distribution of social biases in self-supervised learning visual models Kirill Sirotkin Pablo Carballeira Marcos Escudero-Viñolo 22 18 0 03 Mar 2022
Counterfactual Multi-Token Fairness in Text Classification P. Lohia 24 3 0 08 Feb 2022
LaMDA: Language Models for Dialog Applications R. Thoppilan Daniel De Freitas Jamie Hall Noam M. Shazeer Apoorv Kulshreshtha ... Blaise Aguera-Arcas Claire Cui M. Croak Ed H. Chi Quoc Le ALM 50 1,561 0 20 Jan 2022
Unintended Bias in Language Model-driven Conversational Recommendation Tianshu Shen Jiaru Li Mohamed Reda Bouadjenek Zheda Mai Scott Sanner 17 7 0 17 Jan 2022
Robust Natural Language Processing: Recent Advances, Challenges, and Future Directions Marwan Omar Soohyeon Choi Daehun Nyang David A. Mohaisen 32 57 0 03 Jan 2022
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts Nan Du Yanping Huang Andrew M. Dai Simon Tong Dmitry Lepikhin ... Kun Zhang Quoc V. Le Yonghui Wu Zhehuai Chen Claire Cui ALM MoE 72 772 0 13 Dec 2021
AI and the Everything in the Whole Wide World Benchmark Inioluwa Deborah Raji Emily M. Bender Amandalynne Paullada Emily L. Denton A. Hanna 30 292 0 26 Nov 2021
Identification of Bias Against People with Disabilities in Sentiment Analysis and Toxicity Detection Models Pranav Narayanan Venkit Shomir Wilson 22 25 0 25 Nov 2021
NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM Connor Holmes Minjia Zhang Yuxiong He Bo Wu 37 18 0 28 Oct 2021
A Framework for Deprecating Datasets: Standardizing Documentation, Identification, and Communication A. Luccioni Frances Corry H. Sridharan Mike Ananny J. Schultz Kate Crawford 57 29 0 18 Oct 2021
Dealing with Disagreements: Looking Beyond the Majority Vote in Subjective Annotations Aida Mostafazadeh Davani Mark Díaz Vinodkumar Prabhakaran 11 306 0 12 Oct 2021
Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens Saad Hassan Matt Huenerfauth Cecilia Ovesdotter Alm 51 38 0 01 Oct 2021
Datasets: A Community Library for Natural Language Processing Quentin Lhoest Albert Villanova del Moral Yacine Jernite A. Thakur Patrick von Platen ... Thibault Goehringer Victor Mustar François Lagunas Alexander M. Rush Thomas Wolf 30 583 0 07 Sep 2021
Can the Transformer Be Used as a Drop-in Replacement for RNNs in Text-Generating GANs? Kevin Blin Andrei Kucharavy 21 2 0 26 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
Your fairness may vary: Pretrained language model fairness in toxic text classification Ioana Baldini Dennis L. Wei Karthikeyan N. Ramamurthy Mikhail Yurochkin Moninder Singh 26 53 0 03 Aug 2021
Opinion Prediction with User Fingerprinting Kishore Tumarada Yifan Zhang Fan Yang Eduard Constantin Dragut O. Gnawali Arjun Mukherjee 8 4 0 31 Jul 2021
Independent Ethical Assessment of Text Classification Models: A Hate Speech Detection Case Study Amitoj Singh Jingshu Chen Lihao Zhang A. Rasekh Ilana Golbin Anand Srinivasa Rao 20 1 0 19 Jul 2021
How Could Equality and Data Protection Law Shape AI Fairness for People with Disabilities? Reuben Binns Reuben Kirkham 29 14 0 12 Jul 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 21 104 0 28 Jun 2021
A Survey of Race, Racism, and Anti-Racism in NLP Anjalie Field Su Lin Blodgett Zeerak Talat Yulia Tsvetkov 42 122 0 21 Jun 2021
Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification Yada Pruksachatkun Satyapriya Krishna Jwala Dhamala Rahul Gupta Kai-Wei Chang 22 32 0 21 Jun 2021
A Dataset and Baselines for Multilingual Reply Suggestion Mozhi Zhang Wei Wang Budhaditya Deb Guoqing Zheng Milad Shokouhi Ahmed Hassan Awadallah LRM 17 8 0 03 Jun 2021
Changing the World by Changing the Data Anna Rogers 24 71 0 28 May 2021
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts Alisa Liu Maarten Sap Ximing Lu Swabha Swayamdipta Chandra Bhagavatula Noah A. Smith Yejin Choi MU 31 359 0 07 May 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
Reliability Testing for Natural Language Processing Systems Samson Tan Chenyu You K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 22 38 0 06 May 2021