Towards Ethics by Design in Online Abusive Content Detection

28 October 2020

Papers citing "Towards Ethics by Design in Online Abusive Content Detection"

39 / 39 papers shown

Title
On Cross-Dataset Generalization in Automatic Detection of Online Abuse I. Nejadgholi S. Kiritchenko 45 29 0 14 Oct 2020
CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models Nikita Nangia Clara Vania Rasika Bhalerao Samuel R. Bowman 123 682 0 30 Sep 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 158 1,209 0 24 Sep 2020
Annotating for Hate Speech: The MaNeCo Corpus and Some Input from Critical Discourse Analysis Stavros Assimakopoulos Rebecca Vella Muskat Lonneke van der Plas Albert Gatt 44 23 0 14 Aug 2020
Systematic Attack Surface Reduction For Deployed Sentiment Analysis Models Josh Kalin David Noever Gerry V. Dozier 50 5 0 19 Jun 2020
Language (Technology) is Power: A Critical Survey of "Bias" in NLP Su Lin Blodgett Solon Barocas Hal Daumé Hanna M. Wallach 155 1,242 0 28 May 2020
Multi-Dimensional Gender Bias Classification Emily Dinan Angela Fan Ledell Yu Wu Jason Weston Douwe Kiela Adina Williams FaML 63 123 0 01 May 2020
StereoSet: Measuring stereotypical bias in pretrained language models Moin Nadeem Anna Bethke Siva Reddy 101 1,007 0 20 Apr 2020
Weight Poisoning Attacks on Pre-trained Models Keita Kurita Paul Michel Graham Neubig AAML SILM 134 451 0 14 Apr 2020
Social Bias Frames: Reasoning about Social and Power Implications of Language Maarten Sap Saadia Gabriel Lianhui Qin Dan Jurafsky Noah A. Smith Yejin Choi 146 497 0 10 Nov 2019
Attention is not not Explanation Sarah Wiegreffe Yuval Pinter XAI AAML FAtt 120 909 0 13 Aug 2019
Tackling Online Abuse: A Survey of Automated Abuse Detection Methods Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 59 79 0 13 Aug 2019
Measuring Bias in Contextualized Word Representations Keita Kurita Nidhi Vyas Ayush Pareek A. Black Yulia Tsvetkov 106 450 0 18 Jun 2019
A Just and Comprehensive Strategy for Using NLP to Address Online Abuse David Jurgens Eshwar Chandrasekharan Libby Hemphill 64 138 0 04 Jun 2019
Racial Bias in Hate Speech and Abusive Language Detection Datasets Thomas Davidson Debasmita Bhattacharya Ingmar Weber 102 457 0 29 May 2019
Black is to Criminal as Caucasian is to Police: Detecting and Removing Multiclass Bias in Word Embeddings Thomas Manzini Y. Lim Yulia Tsvetkov A. Black FaML 87 308 0 03 Apr 2019
On Measuring Social Biases in Sentence Encoders Chandler May Alex Jinpeng Wang Shikha Bordia Samuel R. Bowman Rachel Rudinger 99 602 0 25 Mar 2019
SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media (OffensEval) Marcos Zampieri S. Malmasi Preslav Nakov Sara Rosenthal N. Farra Ritesh Kumar 74 795 0 19 Mar 2019
Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification Daniel Borkan Lucas Dixon Jeffrey Scott Sorensen Nithum Thain Lucy Vasserman 88 489 0 11 Mar 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 145 1,324 0 26 Feb 2019
Predicting the Type and Target of Offensive Posts in Social Media Marcos Zampieri S. Malmasi Preslav Nakov Sara Rosenthal N. Farra Ritesh Kumar 83 778 0 25 Feb 2019
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 127 1,895 0 05 Oct 2018
Counterfactual Fairness in Text Classification through Robustness Sahaj Garg Vincent Perot Nicole Limtiaco Ankur Taly Ed H. Chi Alex Beutel 99 261 0 27 Sep 2018
Context-Aware Attention for Understanding Twitter Abuse Tuhin Chakrabarty Kilol Gupta 66 28 0 24 Sep 2018
Challenges for Toxic Comment Classification: An In-Depth Error Analysis Betty van Aken Julian Risch Ralf Krestel Alexander Loser 66 222 0 20 Sep 2018
All You Need is "Love": Evading Hate-speech Detection Tommi Gröndahl Luca Pajola Mika Juuti Mauro Conti Nadarajah Asokan 46 234 0 28 Aug 2018
Reducing Gender Bias in Abusive Language Detection Ji Ho Park Jamin Shin Pascale Fung FaML 51 340 0 22 Aug 2018
Datasheets for Datasets Timnit Gebru Jamie Morgenstern Briana Vecchione Jennifer Wortman Vaughan Hanna M. Wallach Hal Daumé Kate Crawford 266 2,184 0 23 Mar 2018
A Unified Deep Learning Architecture for Abuse Detection Antigoni-Maria Founta Despoina Chatzakou N. Kourtellis Jeremy Blackburn Athena Vakali Ilias Leontiadis 70 237 0 01 Feb 2018
Best-Worst Scaling More Reliable than Rating Scales: A Case Study on Sentiment Intensity Annotation S. Kiritchenko Saif M. Mohammad 52 182 0 05 Dec 2017
Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best-Worst Scaling S. Kiritchenko Saif M. Mohammad 55 134 0 05 Dec 2017
Detecting Online Hate Speech Using Context Aware Models Lei Gao Ruihong Huang 76 249 0 20 Oct 2017
Understanding Abuse: A Typology of Abusive Language Detection Subtasks Zeerak Talat Thomas Davidson Dana Warmsley Ingmar Weber 66 475 0 28 May 2017
Automated Hate Speech Detection and the Problem of Offensive Language Thomas Davidson Dana Warmsley M. Macy Ingmar Weber 76 2,688 0 11 Mar 2017
Deceiving Google's Perspective API Built for Detecting Toxic Comments Hossein Hosseini Sreeram Kannan Baosen Zhang Radha Poovendran AAML 66 328 0 27 Feb 2017
Ex Machina: Personal Attacks Seen at Scale Ellery Wulczyn Nithum Thain Lucas Dixon 91 758 0 27 Oct 2016
Semantics derived automatically from language corpora contain human-like biases Aylin Caliskan J. Bryson Arvind Narayanan 213 2,670 0 25 Aug 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 110 3,139 0 21 Jul 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,990 0 16 Feb 2016