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Semantics derived automatically from language corpora contain human-like biases

25 August 2016

Papers citing "Semantics derived automatically from language corpora contain human-like biases"

50 / 512 papers shown

Title
Systematic Rectification of Language Models via Dead-end Analysis Mengyao Cao Mehdi Fatemi Jackie C.K. Cheung Samira Shabanian KELM 73 16 0 27 Feb 2023
In-Depth Look at Word Filling Societal Bias Measures Matúš Pikuliak Ivana Benová Viktor Bachratý 97 9 0 24 Feb 2023
Fairness in Language Models Beyond English: Gaps and Challenges Krithika Ramesh Sunayana Sitaram Monojit Choudhury 78 23 0 24 Feb 2023
FineDeb: A Debiasing Framework for Language Models Akash Saravanan Dhruv Mullick Habibur Rahman Nidhi Hegde FedML AI4CE 83 4 0 05 Feb 2023
Less, but Stronger: On the Value of Strong Heuristics in Semi-supervised Learning for Software Analytics Huy Tu Tim Menzies 43 0 0 03 Feb 2023
Co-Writing with Opinionated Language Models Affects Users' Views Maurice Jakesch Advait Bhat Daniel Buschek Lior Zalmanson Mor Naaman ELM 100 229 0 01 Feb 2023
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities Melissa Hall Laura Gustafson Aaron B. Adcock Ishan Misra Candace Ross VLM 101 24 0 26 Jan 2023
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 111 215 0 16 Jan 2023
Improving Human-AI Collaboration With Descriptions of AI Behavior Ángel Alexander Cabrera Adam Perer Jason I. Hong 84 40 0 06 Jan 2023
Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias Robert Wolfe Yiwei Yang Billy Howe Aylin Caliskan DiffM 131 57 0 21 Dec 2022
SERENGETI: Massively Multilingual Language Models for Africa Ife Adebara AbdelRahim Elmadany Muhammad Abdul-Mageed Alcides Alcoba Inciarte 76 33 0 21 Dec 2022
Trustworthy Social Bias Measurement Rishi Bommasani Percy Liang 74 11 0 20 Dec 2022
Human-Guided Fair Classification for Natural Language Processing Florian E.Dorner Momchil Peychev Nikola Konstantinov Naman Goel Elliott Ash Martin Vechev FaML 80 4 0 20 Dec 2022
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 162 200 0 15 Dec 2022
The effects of gender bias in word embeddings on depression prediction Gizem Sogancioglu Heysem Kaya 58 3 0 15 Dec 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology Valentin Hofmann J. Pierrehumbert Hinrich Schütze 109 0 0 14 Dec 2022
Paraphrase Identification with Deep Learning: A Review of Datasets and Methods Chao Zhou Cheng Qiu Daniel Ernesto Acuna 127 26 0 13 Dec 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection P. Haghighatkhah Antske Fokkens Pia Sommerauer Bettina Speckmann Kevin Verbeek 83 14 0 08 Dec 2022
SODA: A Natural Language Processing Package to Extract Social Determinants of Health for Cancer Studies Zehao Yu Xi Yang Chong Dang P. Adekkanattu Braja Gopal Patra ... T. George W. Hogan Yi Guo Jiang Bian Yonghui Wu 31 15 0 06 Dec 2022
Gender Biases Unexpectedly Fluctuate in the Pre-training Stage of Masked Language Models Kenan Tang Hanchun Jiang AI4CE 93 1 0 26 Nov 2022
Undesirable Biases in NLP: Addressing Challenges of Measurement Oskar van der Wal Dominik Bachmann Alina Leidinger L. Maanen Willem H. Zuidema K. Schulz 86 7 0 24 Nov 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models Silke Husse Andreas Spitz 66 6 0 15 Nov 2022
Does Debiasing Inevitably Degrade the Model Performance Yiran Liu Xiao-Yang Liu Haotian Chen Yang Yu 74 2 0 14 Nov 2022
ADEPT: A DEbiasing PrompT Framework Ke Yang Charles Yu Yi R. Fung Manling Li Heng Ji 124 27 0 10 Nov 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 157 312 0 09 Nov 2022
No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media Maximilian Spliethover Maximilian Keiff Henning Wachsmuth 65 5 0 07 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 74 26 0 18 Oct 2022
Log-linear Guardedness and its Implications Shauli Ravfogel Yoav Goldberg Ryan Cotterell 133 2 0 18 Oct 2022
Social Biases in Automatic Evaluation Metrics for NLG Mingqi Gao Xiaojun Wan 50 3 0 17 Oct 2022
Controlling Bias Exposure for Fair Interpretable Predictions Zexue He Yu Wang Julian McAuley Bodhisattwa Prasad Majumder 58 19 0 14 Oct 2022
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning Models Haozhe An Zongxia Li Jieyu Zhao Rachel Rudinger 79 26 0 13 Oct 2022
Social-Group-Agnostic Word Embedding Debiasing via the Stereotype Content Model Ali Omrani Brendan Kennedy M. Atari Morteza Dehghani 41 1 0 11 Oct 2022
Who Wrote this? How Smart Replies Impact Language and Agency in the Workplace Kilian Wenker 65 7 0 07 Oct 2022
Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models David Wingate Mohammad Shoeybi Taylor Sorensen 91 77 0 06 Oct 2022
Re-contextualizing Fairness in NLP: The Case of India Shaily Bhatt Sunipa Dev Partha P. Talukdar Shachi Dave Vinodkumar Prabhakaran 101 61 0 25 Sep 2022
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 83 12 0 20 Sep 2022
Mitigating Representation Bias in Action Recognition: Algorithms and Benchmarks Haodong Duan Yue Zhao Kai-xiang Chen Yu Xiong Dahua Lin 34 7 0 20 Sep 2022
Exploiting Cultural Biases via Homoglyphs in Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Felix Friedrich Manuel Brack P. Schramowski Kristian Kersting 130 33 0 19 Sep 2022
Out of One, Many: Using Language Models to Simulate Human Samples Lisa P. Argyle Ethan C. Busby Nancy Fulda Joshua R Gubler Christopher Rytting David Wingate SyDa 105 615 0 14 Sep 2022
Generating Coherent Drum Accompaniment With Fills And Improvisations Rishabh A. Dahale Vaibhav Talwadker Preeti Rao Prateek Verma 66 3 0 01 Sep 2022
Debiasing Word Embeddings with Nonlinear Geometry Lu Cheng Nayoung Kim Huan Liu 61 5 0 29 Aug 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 94 16 0 17 Aug 2022
Debiasing Gender Bias in Information Retrieval Models Dhanasekar Sundararaman Vivek Subramanian 47 2 0 02 Aug 2022
A Multibias-mitigated and Sentiment Knowledge Enriched Transformer for Debiasing in Multimodal Conversational Emotion Recognition Jinglin Wang Fang Ma Yazhou Zhang Dawei Song 39 4 0 17 Jul 2022
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America Laura Alonso Alemany Luciana Benotti Hernán Maina Lucía González Mariela Rajngewerc ... Guido Ivetta Alexia Halvorsen Amanda Rojo M. Bordone Beatriz Busaniche 70 3 0 14 Jul 2022
Towards A Holistic View of Bias in Machine Learning: Bridging Algorithmic Fairness and Imbalanced Learning Damien Dablain Bartosz Krawczyk Nitesh Chawla FaML 69 23 0 13 Jul 2022
FairDistillation: Mitigating Stereotyping in Language Models Pieter Delobelle Bettina Berendt 71 8 0 10 Jul 2022
A Comprehensive Empirical Study of Bias Mitigation Methods for Machine Learning Classifiers Zhenpeng Chen Jie M. Zhang Federica Sarro Mark Harman FaML 74 74 0 07 Jul 2022