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"

36 / 236 papers shown

Title
Process for Adapting Language Models to Society (PALMS) with Values-Targeted Datasets Irene Solaiman Christy Dennison 30 222 0 18 Jun 2021
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 24 134 0 16 Jun 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavas 45 178 0 07 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 27 25 0 04 Jun 2021
Focus Attention: Promoting Faithfulness and Diversity in Summarization Rahul Aralikatte Shashi Narayan Joshua Maynez S. Rothe Ryan T. McDonald 35 45 0 25 May 2021
Everyday algorithm auditing: Understanding the power of everyday users in surfacing harmful algorithmic behaviors Hong Shen Alicia DeVrio Motahhare Eslami Kenneth Holstein MLAU 18 123 0 06 May 2021
Reliability Testing for Natural Language Processing Systems Samson Tan Chenyu You K. Baxter Araz Taeihagh G. Bennett Min-Yen Kan 15 38 0 06 May 2021
Societal Biases in Retrieved Contents: Measurement Framework and Adversarial Mitigation for BERT Rankers Navid Rekabsaz Simone Kopeinik Markus Schedl 19 61 0 28 Apr 2021
Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan Yonatan Bisk VLM 26 55 0 18 Apr 2021
Detoxifying Language Models Risks Marginalizing Minority Voices Albert Xu Eshaan Pathak Eric Wallace Suchin Gururangan Maarten Sap Dan Klein 18 121 0 13 Apr 2021
Semantic maps and metrics for science Semantic maps and metrics for science using deep transformer encoders Brendan Chambers James A. Evans MedIm 13 0 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 20 7 0 07 Apr 2021
What Will it Take to Fix Benchmarking in Natural Language Understanding? Samuel R. Bowman George E. Dahl ELM ALM 30 156 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 19 180 0 08 Feb 2021
Censorship of Online Encyclopedias: Implications for NLP Models Eddie Yang Margaret E. Roberts 21 16 0 22 Jan 2021
Cross-Loss Influence Functions to Explain Deep Network Representations Andrew Silva Rohit Chopra Matthew C. Gombolay TDI 21 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 23 192 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
On the State of Social Media Data for Mental Health Research Keith Harrigian Carlos Alejandro Aguirre Mark Dredze AI4MH 8 49 0 10 Nov 2020
Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases Ryan Steed Aylin Caliskan SSL 24 156 0 28 Oct 2020
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 22 123 0 27 Oct 2020
Evaluating Gender Bias in Speech Translation Marta R. Costa-jussá Christine Basta Gerard I. Gállego 32 21 0 27 Oct 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 26 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 20 645 0 30 Sep 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
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 34 1,130 0 24 Sep 2020
Critical Thinking for Language Models Gregor Betz Christian Voigt Kyle Richardson SyDa ReLM LRM AI4CE 20 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 41 40,023 0 28 May 2020
It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations Samson Tan Chenyu You Min-Yen Kan R. Socher 166 103 0 09 May 2020
Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation Tianlu Wang Xi Lin Nazneen Rajani Bryan McCann Vicente Ordonez Caimng Xiong CVBM 157 54 0 03 May 2020
Multi-Dimensional Gender Bias Classification Emily Dinan Angela Fan Ledell Yu Wu Jason Weston Douwe Kiela Adina Williams FaML 19 122 0 01 May 2020
RobBERT: a Dutch RoBERTa-based Language Model Pieter Delobelle Thomas Winters Bettina Berendt 10 232 0 17 Jan 2020
Queens are Powerful too: Mitigating Gender Bias in Dialogue Generation Emily Dinan Angela Fan Adina Williams Jack Urbanek Douwe Kiela Jason Weston 27 205 0 10 Nov 2019
Empirical Analysis of Multi-Task Learning for Reducing Model Bias in Toxic Comment Detection Ameya Vaidya Feng Mai Yue Ning 112 21 0 21 Sep 2019
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 223 618 0 03 Sep 2019