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On Measuring and Mitigating Biased Inferences of Word Embeddings

25 August 2019

Papers citing "On Measuring and Mitigating Biased Inferences of Word Embeddings"

50 / 101 papers shown

Title
Prompt Tuning Pushes Farther, Contrastive Learning Pulls Closer: A Two-Stage Approach to Mitigate Social Biases Yingji Li Mengnan Du Xin Wang Ying Wang 96 30 0 04 Jul 2023
Sociodemographic Bias in Language Models: A Survey and Forward Path Vipul Gupta Pranav Narayanan Venkit Shomir Wilson R. Passonneau 86 23 0 13 Jun 2023
Keeping Up with the Language Models: Robustness-Bias Interplay in NLI Data and Models Ioana Baldini Chhavi Yadav Payel Das Kush R. Varshney MLAU 74 3 0 22 May 2023
SeeGULL: A Stereotype Benchmark with Broad Geo-Cultural Coverage Leveraging Generative Models Akshita Jha Aida Mostafazadeh Davani Chandan K. Reddy Shachi Dave Vinodkumar Prabhakaran Sunipa Dev 87 50 0 19 May 2023
Large Language Model Programs Imanol Schlag Sainbayar Sukhbaatar Asli Celikyilmaz Wen-tau Yih Jason Weston Jürgen Schmidhuber Xian Li LRM 94 15 0 09 May 2023
BiasTestGPT: Using ChatGPT for Social Bias Testing of Language Models Rafal Kocielnik Shrimai Prabhumoye Vivian Zhang Roy Jiang R. Alvarez Anima Anandkumar 64 8 0 14 Feb 2023
Counter-GAP: Counterfactual Bias Evaluation through Gendered Ambiguous Pronouns Zhongbin Xie Vid Kocijan Thomas Lukasiewicz Oana-Maria Camburu 40 2 0 11 Feb 2023
Nationality Bias in Text Generation Pranav Narayanan Venkit Sanjana Gautam Ruchi Panchanadikar Ting-Hao 'Kenneth' Huang Shomir Wilson 93 60 0 05 Feb 2023
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 123 782 0 16 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language Processing Marius Hessenthaler Emma Strubell Dirk Hovy Anne Lauscher 79 8 0 08 Nov 2022
HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models Yizhi Li Ge Zhang Bohao Yang Chenghua Lin Shi Wang Anton Ragni Jie Fu 54 10 0 05 Nov 2022
MABEL: Attenuating Gender Bias using Textual Entailment Data Jacqueline He Mengzhou Xia C. Fellbaum Danqi Chen 54 32 0 26 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad Yonatan Belinkov 80 37 0 20 Oct 2022
The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks Nikil Selvam Sunipa Dev Daniel Khashabi Tushar Khot Kai-Wei Chang ALM 69 26 0 18 Oct 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation Tianxiang Sun Junliang He Xipeng Qiu Xuanjing Huang 85 47 0 14 Oct 2022
Quantifying Social Biases Using Templates is Unreliable P. Seshadri Pouya Pezeshkpour Sameer Singh 89 34 0 09 Oct 2022
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks Masahiro Kaneko Danushka Bollegala Naoaki Okazaki 98 46 0 06 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 91 61 0 25 Sep 2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gokhan Tur Premkumar Natarajan 129 83 0 02 Aug 2022
On Measuring Social Biases in Prompt-Based Multi-Task Learning Afra Feyza Akyürek Sejin Paik Muhammed Yusuf Kocyigit S. Akbiyik cSerife Leman Runyun Derry Wijaya ALM 90 14 0 23 May 2022
Theories of "Gender" in NLP Bias Research Hannah Devinney Jenny Björklund H. Björklund AI4CE 106 76 0 05 May 2022
Gender Bias in Masked Language Models for Multiple Languages Masahiro Kaneko Aizhan Imankulova Danushka Bollegala Naoaki Okazaki 108 64 0 01 May 2022
Towards an Enhanced Understanding of Bias in Pre-trained Neural Language Models: A Survey with Special Emphasis on Affective Bias Anoop Kadan Manjary P.Gangan Deepak P L. LajishV. AI4CE 86 10 0 21 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation Carolin Holtermann Anne Lauscher Simone Paolo Ponzetto 51 21 0 08 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 545 6,307 0 05 Apr 2022
Sense Embeddings are also Biased--Evaluating Social Biases in Static and Contextualised Sense Embeddings Yi Zhou Masahiro Kaneko Danushka Bollegala 68 23 0 14 Mar 2022
Speciesist Language and Nonhuman Animal Bias in English Masked Language Models Masashi Takeshita Rafal Rzepka K. Araki 67 7 0 10 Mar 2022
Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender Anne Lauscher Archie Crowley Dirk Hovy AILaw 79 56 0 24 Feb 2022
A Survey on Gender Bias in Natural Language Processing Karolina Stañczak Isabelle Augenstein 88 117 0 28 Dec 2021
Measuring Fairness with Biased Rulers: A Survey on Quantifying Biases in Pretrained Language Models Pieter Delobelle E. Tokpo T. Calders Bettina Berendt 71 25 0 14 Dec 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 276 426 0 15 Oct 2021
Marked Attribute Bias in Natural Language Inference Hillary Dawkins 102 8 0 28 Sep 2021
Language Invariant Properties in Natural Language Processing Federico Bianchi Debora Nozza Dirk Hovy 79 4 0 27 Sep 2021
Sustainable Modular Debiasing of Language Models Anne Lauscher Tobias Lüken Goran Glavaš 125 124 0 08 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 135 176 0 27 Aug 2021
On Measures of Biases and Harms in NLP Sunipa Dev Emily Sheng Jieyu Zhao Aubrie Amstutz Jiao Sun ... M. Sanseverino Jiin Kim Akihiro Nishi Nanyun Peng Kai-Wei Chang 78 88 0 07 Aug 2021
Debiasing Multilingual Word Embeddings: A Case Study of Three Indian Languages Srijan Bansal Vishal Garimella Ayush Suhane Animesh Mukherjee 57 9 0 21 Jul 2021
RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models Soumya Barikeri Anne Lauscher Ivan Vulić Goran Glavaš 98 184 0 07 Jun 2021
Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? Jieyu Zhao Daniel Khashabi Tushar Khot Ashish Sabharwal Kai-Wei Chang KELM 84 52 0 02 Jun 2021
Obstructing Classification via Projection P. Haghighatkhah Wouter Meulemans Bettina Speckmann Jérôme Urhausen Kevin Verbeek 49 6 0 19 May 2021
Unmasking the Mask -- Evaluating Social Biases in Masked Language Models Masahiro Kaneko Danushka Bollegala 63 72 0 15 Apr 2021
VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations Archit Rathore Sunipa Dev J. M. Phillips Vivek Srikumar Yan Zheng Chin-Chia Michael Yeh Junpeng Wang Wei Zhang Bei Wang 75 11 0 06 Apr 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 317 388 0 28 Feb 2021
Debiasing Pre-trained Contextualised Embeddings Masahiro Kaneko Danushka Bollegala 260 143 0 23 Jan 2021
Scared into Action: How Partisanship and Fear are Associated with Reactions to Public Health Directives M. Lindow David DeFranza Arul Mishra Himanshu Mishra AI4CE 23 0 0 14 Jan 2021
The Geometry of Distributed Representations for Better Alignment, Attenuated Bias, and Improved Interpretability Sunipa Dev 75 1 0 25 Nov 2020
Astraea: Grammar-based Fairness Testing E. Soremekun Sakshi Udeshi Sudipta Chattopadhyay 154 31 0 06 Oct 2020
UnQovering Stereotyping Biases via Underspecified Questions Tao Li Tushar Khot Daniel Khashabi Ashish Sabharwal Vivek Srikumar 75 138 0 06 Oct 2020
OSCaR: Orthogonal Subspace Correction and Rectification of Biases in Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 114 55 0 30 Jun 2020
Language (Technology) is Power: A Critical Survey of "Bias" in NLP Su Lin Blodgett Solon Barocas Hal Daumé Hanna M. Wallach 159 1,257 0 28 May 2020