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 / 203 papers shown

Title
Spinning Language Models: Risks of Propaganda-As-A-Service and Countermeasures Eugene Bagdasaryan Vitaly Shmatikov SILM AAML 22 75 0 09 Dec 2021
CO-STAR: Conceptualisation of Stereotypes for Analysis and Reasoning Teyun Kwon Anandha Gopalan 22 2 0 01 Dec 2021
Annotators with Attitudes: How Annotator Beliefs And Identities Bias Toxic Language Detection Maarten Sap Swabha Swayamdipta Laura Vianna Xuhui Zhou Yejin Choi Noah A. Smith 29 266 0 15 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 32 7 0 02 Nov 2021
Risks of AI Foundation Models in Education Su Lin Blodgett Michael A. Madaio UQCV 13 14 0 19 Oct 2021
An Empirical Survey of the Effectiveness of Debiasing Techniques for Pre-trained Language Models Nicholas Meade Elinor Poole-Dayan Siva Reddy 22 123 0 16 Oct 2021
BBQ: A Hand-Built Bias Benchmark for Question Answering Alicia Parrish Angelica Chen Nikita Nangia Vishakh Padmakumar Jason Phang Jana Thompson Phu Mon Htut Sam Bowman 212 367 0 15 Oct 2021
Unpacking the Interdependent Systems of Discrimination: Ableist Bias in NLP Systems through an Intersectional Lens Saad Hassan Matt Huenerfauth Cecilia Ovesdotter Alm 43 38 0 01 Oct 2021
Text as Causal Mediators: Research Design for Causal Estimates of Differential Treatment of Social Groups via Language Aspects Katherine A. Keith Douglas Rice Brendan T. O'Connor CML 19 3 0 15 Sep 2021
Just What do You Think You're Doing, Dave?' A Checklist for Responsible Data Use in NLP Anna Rogers Timothy Baldwin Kobi Leins 104 64 0 14 Sep 2021
Latent Hatred: A Benchmark for Understanding Implicit Hate Speech Mai Elsherief Caleb Ziems D. Muchlinski Vaishnavi Anupindi Jordyn Seybolt M. D. Choudhury Diyi Yang 94 236 0 11 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavas 47 120 0 08 Sep 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 32 234 0 02 Sep 2021
Boosting Search Engines with Interactive Agents Leonard Adolphs Benjamin Boerschinger Christian Buck Michelle Chen Huebscher Massimiliano Ciaramita ... Thomas Hofmann Yannic Kilcher Sascha Rothe Pier Giuseppe Sessa Lierni Sestorain Saralegui LLMAG 18 24 0 01 Sep 2021
Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies Sunipa Dev Masoud Monajatipoor Anaelia Ovalle Arjun Subramonian J. M. Phillips Kai-Wei Chang 28 164 0 27 Aug 2021
Spinning Sequence-to-Sequence Models with Meta-Backdoors Eugene Bagdasaryan Vitaly Shmatikov SILM AAML 33 8 0 22 Jul 2021
Theoretical foundations and limits of word embeddings: what types of meaning can they capture? Alina Arseniev-Koehler 28 19 0 22 Jul 2021
Using Adversarial Debiasing to Remove Bias from Word Embeddings Dana Kenna FaML 17 4 0 21 Jul 2021
Anticipating Safety Issues in E2E Conversational AI: Framework and Tooling Emily Dinan Gavin Abercrombie A. S. Bergman Shannon L. Spruit Dirk Hovy Y-Lan Boureau Verena Rieser 32 105 0 07 Jul 2021
A Primer on Pretrained Multilingual Language Models Sumanth Doddapaneni Gowtham Ramesh Mitesh M. Khapra Anoop Kunchukuttan Pratyush Kumar LRM 43 73 0 01 Jul 2021
The Values Encoded in Machine Learning Research Abeba Birhane Pratyusha Kalluri Dallas Card William Agnew Ravit Dotan Michelle Bao 25 273 0 29 Jun 2021
Neural Machine Translation for Low-Resource Languages: A Survey Surangika Ranathunga E. Lee Marjana Prifti Skenduli Ravi Shekhar Mehreen Alam Rishemjit Kaur 27 234 0 29 Jun 2021
Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics Paula Czarnowska Yogarshi Vyas Kashif Shah 18 104 0 28 Jun 2021
A Survey of Race, Racism, and Anti-Racism in NLP Anjalie Field Su Lin Blodgett Zeerak Talat Yulia Tsvetkov 28 122 0 21 Jun 2021
Process for Adapting Language Models to Society (PALMS) with Values-Targeted Datasets Irene Solaiman Christy Dennison 22 222 0 18 Jun 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 19 134 0 16 Jun 2021
Understanding and Countering Stereotypes: A Computational Approach to the Stereotype Content Model Kathleen C. Fraser I. Nejadgholi S. Kiritchenko 19 37 0 04 Jun 2021
How Good Is NLP? A Sober Look at NLP Tasks through the Lens of Social Impact Zhijing Jin Geeticka Chauhan Brian Tse Mrinmaya Sachan Rada Mihalcea 22 25 0 04 Jun 2021
Everyday algorithm auditing: Understanding the power of everyday users in surfacing harmful algorithmic behaviors Hong Shen Alicia DeVrio Motahhare Eslami Kenneth Holstein MLAU 11 122 0 06 May 2021
Reliability Testing for Natural Language Processing Systems Samson Tan Shafiq R. Joty K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 13 38 0 06 May 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 14 61 0 28 Apr 2021
Detoxifying Language Models Risks Marginalizing Minority Voices Albert Xu Eshaan Pathak Eric Wallace Suchin Gururangan Maarten Sap Dan Klein 13 121 0 13 Apr 2021
How to Write a Bias Statement: Recommendations for Submissions to the Workshop on Gender Bias in NLP Christian Hardmeier Marta R. Costa-jussá Kellie Webster Will Radford Su Lin Blodgett 9 7 0 07 Apr 2021
What Will it Take to Fix Benchmarking in Natural Language Understanding? Samuel R. Bowman George E. Dahl ELM ALM 28 156 0 05 Apr 2021
Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models Hannah Rose Kirk Yennie Jun Haider Iqbal Elias Benussi Filippo Volpin F. Dreyer Aleksandar Shtedritski Yuki M. Asano 14 180 0 08 Feb 2021
Censorship of Online Encyclopedias: Implications for NLP Models Eddie Yang Margaret E. Roberts 16 16 0 22 Jan 2021
Cross-Loss Influence Functions to Explain Deep Network Representations Andrew Silva Rohit Chopra Matthew C. Gombolay TDI 15 15 0 03 Dec 2020
Modifying Memories in Transformer Models Chen Zhu A. S. Rawat Manzil Zaheer Srinadh Bhojanapalli Daliang Li Felix X. Yu Sanjiv Kumar KELM 13 190 0 01 Dec 2020
Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP John Chen Ian Berlot-Attwell Safwan Hossain Xindi Wang Frank Rudzicz FaML 29 7 0 19 Nov 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 17 156 0 28 Oct 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 14 122 0 27 Oct 2020
Evaluating Gender Bias in Speech Translation Marta R. Costa-jussá Christine Basta Gerard I. Gállego 16 20 0 27 Oct 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 24 27 0 06 Oct 2020
CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models Nikita Nangia Clara Vania Rasika Bhalerao Samuel R. Bowman 6 641 0 30 Sep 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 19 51 0 29 Sep 2020
Critical Thinking for Language Models Gregor Betz Christian Voigt Kyle Richardson SyDa ReLM LRM AI4CE 18 35 0 15 Sep 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 15 39,979 0 28 May 2020
It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations Samson Tan Shafiq R. Joty Min-Yen Kan R. Socher 158 103 0 09 May 2020
Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation Tianlu Wang Xi Victoria Lin Nazneen Rajani Bryan McCann Vicente Ordonez Caimng Xiong CVBM 151 54 0 03 May 2020
RobBERT: a Dutch RoBERTa-based Language Model Pieter Delobelle Thomas Winters Bettina Berendt 10 232 0 17 Jan 2020