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 / 132 papers shown

Title
RECAST: Interactive Auditing of Automatic Toxicity Detection Models Austin P. Wright Omar Shaikh Haekyu Park Will Epperson Muhammed Ahmed Stephane Pinel Diyi Yang Duen Horng Chau KELM 39 6 0 07 Jan 2020
Garbage In, Garbage Out? Do Machine Learning Application Papers in Social Computing Report Where Human-Labeled Training Data Comes From? R. Geiger Kevin Yu Yanlai Yang Mindy Dai Jie Qiu Rebekah Tang Jenny Huang 56 153 0 17 Dec 2019
Measuring Social Bias in Knowledge Graph Embeddings Joseph Fisher Dave Palfrey Christos Christodoulopoulos Arpit Mittal FaML 64 37 0 05 Dec 2019
Exposing and Correcting the Gender Bias in Image Captioning Datasets and Models Shruti Bhargava David A. Forsyth FaML 54 50 0 02 Dec 2019
A Causal Inference Method for Reducing Gender Bias in Word Embedding Relations Zekun Yang Juan Feng FaML 40 35 0 25 Nov 2019
Automatically Neutralizing Subjective Bias in Text Reid Pryzant Richard Diehl Martinez Nathan Dass Sadao Kurohashi Dan Jurafsky Diyi Yang 69 177 0 21 Nov 2019
Social Bias Frames: Reasoning about Social and Power Implications of Language Maarten Sap Saadia Gabriel Lianhui Qin Dan Jurafsky Noah A. Smith Yejin Choi 139 494 0 10 Nov 2019
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation Emily Dinan Angela Fan Adina Williams Jack Urbanek Douwe Kiela Jason Weston 71 208 0 10 Nov 2019
Predictive Biases in Natural Language Processing Models: A Conceptual Framework and Overview Deven Santosh Shah H. Andrew Schwartz Dirk Hovy AI4CE 96 259 0 09 Nov 2019
Towards Understanding Gender Bias in Relation Extraction Andrew Gaut Tony Sun Shirlyn Tang Yuxin Huang Jing Qian ... Jieyu Zhao Diba Mirza E. Belding Kai-Wei Chang William Yang Wang FaML 66 40 0 09 Nov 2019
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation Po-Sen Huang Huan Zhang Ray Jiang Robert Stanforth Johannes Welbl Jack W. Rae Vishal Maini Dani Yogatama Pushmeet Kohli 84 212 0 08 Nov 2019
Assessing Social and Intersectional Biases in Contextualized Word Representations Y. Tan Elisa Celis FaML 81 228 0 04 Nov 2019
On the Unintended Social Bias of Training Language Generation Models with Data from Local Media Omar U. Florez 41 5 0 01 Nov 2019
Probabilistic Bias Mitigation in Word Embeddings Hailey James David Alvarez-Melis 30 4 0 31 Oct 2019
Toward Gender-Inclusive Coreference Resolution Yang Trista Cao Hal Daumé 76 143 0 30 Oct 2019
Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity Recognition Ninareh Mehrabi Thamme Gowda Fred Morstatter Nanyun Peng Aram Galstyan 76 57 0 24 Oct 2019
Does Gender Matter? Towards Fairness in Dialogue Systems Haochen Liu Jamell Dacon Wenqi Fan Hui Liu Zitao Liu Jiliang Tang 127 144 0 16 Oct 2019
Perturbation Sensitivity Analysis to Detect Unintended Model Biases Vinodkumar Prabhakaran Ben Hutchinson Margaret Mitchell 51 118 0 09 Oct 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection Ameya Vaidya Feng Mai Yue Ning 128 21 0 21 Sep 2019
Analysing Neural Language Models: Contextual Decomposition Reveals Default Reasoning in Number and Gender Assignment Jaap Jumelet Willem H. Zuidema Dieuwke Hupkes LRM 58 37 0 19 Sep 2019
A General Framework for Implicit and Explicit Debiasing of Distributional Word Vector Spaces Anne Lauscher Goran Glavaš Simone Paolo Ponzetto Ivan Vulić 67 64 0 13 Sep 2019
Getting Gender Right in Neural Machine Translation Eva Vanmassenhove Christian Hardmeier Andy Way 66 195 0 11 Sep 2019
Examining Gender Bias in Languages with Grammatical Gender Pei Zhou Weijia Shi Jieyu Zhao Kuan-Hao Huang Muhao Chen Ryan Cotterell Kai-Wei Chang 65 104 0 05 Sep 2019
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 271 641 0 03 Sep 2019
It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution Rowan Hall Maudslay Hila Gonen Ryan Cotterell Simone Teufel 50 170 0 02 Sep 2019
On Measuring and Mitigating Biased Inferences of Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 74 172 0 25 Aug 2019
Understanding Undesirable Word Embedding Associations Kawin Ethayarajh David Duvenaud Graeme Hirst FaML 47 125 0 18 Aug 2019
Human-Computer Insurrection: Notes on an Anarchist HCI O. Keyes Josephine Hoy Margaret Drouhard 39 95 0 10 Aug 2019
Debiasing Embeddings for Reduced Gender Bias in Text Classification Flavien Prost Nithum Thain Tolga Bolukbasi FaML 57 50 0 07 Aug 2019
What is the Point of Fairness? Disability, AI and The Complexity of Justice Cynthia L. Bennett O. Keyes 63 59 0 02 Aug 2019
MSnet: A BERT-based Network for Gendered Pronoun Resolution Zili Wang 39 4 0 01 Aug 2019
Good Secretaries, Bad Truck Drivers? Occupational Gender Stereotypes in Sentiment Analysis J. Bhaskaran Isha Bhallamudi 56 47 0 24 Jun 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 105 555 0 21 Jun 2019
Considerations for the Interpretation of Bias Measures of Word Embeddings I. Mirzaev Anthony Schulte Michael D. Conover Sam Shah 39 3 0 19 Jun 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 98 449 0 18 Jun 2019
Principled Frameworks for Evaluating Ethics in NLP Systems Shrimai Prabhumoye Elijah Mayfield A. Black 29 7 0 14 Jun 2019
Conceptor Debiasing of Word Representations Evaluated on WEAT S. Karve Lyle Ungar João Sedoc FaML 52 34 0 14 Jun 2019
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod Sabrina J. Mielke Hanna M. Wallach Ryan Cotterell 61 281 0 11 Jun 2019
Gendered Pronoun Resolution using BERT and an extractive question answering formulation Rakesh Chada FaML 44 10 0 09 Jun 2019
Gendered Ambiguous Pronouns Shared Task: Boosting Model Confidence by Evidence Pooling Sandeep Attree 23 14 0 03 Jun 2019
Gender-preserving Debiasing for Pre-trained Word Embeddings Masahiro Kaneko Danushka Bollegala FaML 37 130 0 03 Jun 2019
Resolving Gendered Ambiguous Pronouns with BERT Kellie Webster Marta Recasens Ken Krige Vera Axelrod Denis Logvinenko Jason Baldridge 62 54 0 03 Jun 2019
Evaluating Gender Bias in Machine Translation Gabriel Stanovsky Noah A. Smith Luke Zettlemoyer 89 401 0 03 Jun 2019
Reducing Gender Bias in Word-Level Language Models with a Gender-Equalizing Loss Function Yusu Qian Urwa Muaz Ben Zhang J. Hyun FaML 54 95 0 30 May 2019
Racial Bias in Hate Speech and Abusive Language Detection Datasets Thomas Davidson Debasmita Bhattacharya Ingmar Weber 94 456 0 29 May 2019
Differential Privacy Has Disparate Impact on Model Accuracy Eugene Bagdasaryan Vitaly Shmatikov 137 480 0 28 May 2019
On Measuring Gender Bias in Translation of Gender-neutral Pronouns Won Ik Cho Jiwon Kim Seokhwan Kim N. Kim 56 86 0 28 May 2019
Fair is Better than Sensational:Man is to Doctor as Woman is to Doctor Malvina Nissim Rik van Noord Rob van der Goot FaML 73 103 0 23 May 2019
Look Again at the Syntax: Relational Graph Convolutional Network for Gendered Ambiguous Pronoun Resolution Yinchuan Xu Junlin Yang GNN 40 21 0 21 May 2019
Anonymized BERT: An Augmentation Approach to the Gendered Pronoun Resolution Challenge Bo Liu 37 8 0 06 May 2019