Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings

3 April 2019

Papers citing "Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings"

28 / 78 papers shown

Title
HLE-UPC at SemEval-2021 Task 5: Multi-Depth DistilBERT for Toxic Spans Detection Rafel Palliser Albert Rial 14 6 0 01 Apr 2021
AfriVEC: Word Embedding Models for African Languages. Case Study of Fon and Nobiin Bonaventure F. P. Dossou Mohammed Sabry 56 3 0 08 Mar 2021
WordBias: An Interactive Visual Tool for Discovering Intersectional Biases Encoded in Word Embeddings Bhavya Ghai Md. Naimul Hoque Klaus Mueller 34 26 0 05 Mar 2021
RECAST: Enabling User Recourse and Interpretability of Toxicity Detection Models with Interactive Visualization Austin P. Wright Omar Shaikh Haekyu Park Will Epperson Muhammed Ahmed Stephane Pinel Duen Horng Chau Diyi Yang 17 21 0 08 Feb 2021
Re-imagining Algorithmic Fairness in India and Beyond Nithya Sambasivan Erin Arnesen Ben Hutchinson Tulsee Doshi Vinodkumar Prabhakaran FaML 17 174 0 25 Jan 2021
Dictionary-based Debiasing of Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 38 38 0 23 Jan 2021
Censorship of Online Encyclopedias: Implications for NLP Models Eddie Yang Margaret E. Roberts 24 16 0 22 Jan 2021
Model Choices Influence Attributive Word Associations: A Semi-supervised Analysis of Static Word Embeddings Geetanjali Bihani Julia Taylor Rayz 27 2 0 14 Dec 2020
Argument from Old Man's View: Assessing Social Bias in Argumentation Maximilian Spliethover Henning Wachsmuth 14 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 37 7 0 19 Nov 2020
Towards Ethics by Design in Online Abusive Content Detection S. Kiritchenko I. Nejadgholi 29 13 0 28 Oct 2020
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training Oshin Agarwal Heming Ge Siamak Shakeri Rami Al-Rfou 16 38 0 23 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
Assessing Demographic Bias in Named Entity Recognition Shubhanshu Mishra Sijun He Luca Belli 20 46 0 08 Aug 2020
MDR Cluster-Debias: A Nonlinear WordEmbedding Debiasing Pipeline Yuhao Du K. Joseph 19 3 0 20 Jun 2020
Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning Procheta Sen Debasis Ganguly 27 18 0 14 May 2020
Deep Learning for Political Science Kakia Chatsiou Slava Jankin AI4CE 39 12 0 13 May 2020
Social Biases in NLP Models as Barriers for Persons with Disabilities Ben Hutchinson Vinodkumar Prabhakaran Emily L. Denton Kellie Webster Yu Zhong Stephen Denuyl 28 302 0 02 May 2020
StereoSet: Measuring stereotypical bias in pretrained language models Moin Nadeem Anna Bethke Siva Reddy 37 961 0 20 Apr 2020
Machine learning as a model for cultural learning: Teaching an algorithm what it means to be fat Alina Arseniev-Koehler J. Foster 43 46 0 24 Mar 2020
Joint Multiclass Debiasing of Word Embeddings Radovan Popović Florian Lemmerich M. Strohmaier FaML 24 6 0 09 Mar 2020
A Framework for the Computational Linguistic Analysis of Dehumanization Julia Mendelsohn Yulia Tsvetkov Dan Jurafsky 87 89 0 06 Mar 2020
Automatically Neutralizing Subjective Bias in Text Reid Pryzant Richard Diehl Martinez Nathan Dass Sadao Kurohashi Dan Jurafsky Diyi Yang 33 175 0 21 Nov 2019
Assessing Social and Intersectional Biases in Contextualized Word Representations Y. Tan Elisa Celis FaML 27 224 0 04 Nov 2019
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 22 117 0 09 Oct 2019
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces Anne Lauscher Goran Glavaš Simone Paolo Ponzetto Ivan Vulić 31 61 0 13 Sep 2019
Mitigating Gender Bias in Natural Language Processing: Literature Review Tony Sun Andrew Gaut Shirlyn Tang Yuxin Huang Mai Elsherief Jieyu Zhao Diba Mirza E. Belding-Royer Kai-Wei Chang William Yang Wang AI4CE 47 543 0 21 Jun 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 63 444 0 18 Jun 2019