Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP)

Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor 2022-07 Association for Computational Linguistics Seattle, Washington text conference publication gebnlp-2022-gender https://aclanthology.org/2022.gebnlp-1.0/ Analyzing Hate Speech Data along Racial, Gender and Intersectional Axes Antonis Maronikolakis author Philip Baader author Hinrich Schütze author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication maronikolakis-etal-2022-analyzing 10.18653/v1/2022.gebnlp-1.1 https://aclanthology.org/2022.gebnlp-1.1/ 2022-07 1 7 Analysis of Gender Bias in Social Perception and Judgement Using Chinese Word Embeddings Jiali Li author Shucheng Zhu author Ying Liu author Pengyuan Liu author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication li-etal-2022-analysis 10.18653/v1/2022.gebnlp-1.2 https://aclanthology.org/2022.gebnlp-1.2/ 2022-07 8 16 Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information Tomasz Limisiewicz author David Mareček author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication limisiewicz-marecek-2022-dont 10.18653/v1/2022.gebnlp-1.3 https://aclanthology.org/2022.gebnlp-1.3/ 2022-07 17 29 Uncertainty and Inclusivity in Gender Bias Annotation: An Annotation Taxonomy and Annotated Datasets of British English Text Lucy Havens author Melissa Terras author Benjamin Bach author Beatrice Alex author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication havens-etal-2022-uncertainty 10.18653/v1/2022.gebnlp-1.4 https://aclanthology.org/2022.gebnlp-1.4/ 2022-07 30 57 Debiasing Neural Retrieval via In-batch Balancing Regularization Yuantong Li author Xiaokai Wei author Zijian Wang author Shen Wang author Parminder Bhatia author Xiaofei Ma author Andrew Arnold author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication li-etal-2022-debiasing 10.18653/v1/2022.gebnlp-1.5 https://aclanthology.org/2022.gebnlp-1.5/ 2022-07 58 66 Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning Przemyslaw Joniak author Akiko Aizawa author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication joniak-aizawa-2022-gender 10.18653/v1/2022.gebnlp-1.6 https://aclanthology.org/2022.gebnlp-1.6/ 2022-07 67 73 Gendered Language in Resumes and its Implications for Algorithmic Bias in Hiring Prasanna Parasurama author João Sedoc author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication parasurama-sedoc-2022-gendered 10.18653/v1/2022.gebnlp-1.7 https://aclanthology.org/2022.gebnlp-1.7/ 2022-07 74 74 The Birth of Bias: A case study on the evolution of gender bias in an English language model Oskar Van Der Wal author Jaap Jumelet author Katrin Schulz author Willem Zuidema author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication van-der-wal-etal-2022-birth 10.18653/v1/2022.gebnlp-1.8 https://aclanthology.org/2022.gebnlp-1.8/ 2022-07 75 75 Challenges in Measuring Bias via Open-Ended Language Generation Afra Feyza Akyürek author Muhammed Yusuf Kocyigit author Sejin Paik author Derry Tanti Wijaya author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication akyurek-etal-2022-challenges 10.18653/v1/2022.gebnlp-1.9 https://aclanthology.org/2022.gebnlp-1.9/ 2022-07 76 76 Worst of Both Worlds: Biases Compound in Pre-trained Vision-and-Language Models Tejas Srinivasan author Yonatan Bisk author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication srinivasan-bisk-2022-worst 10.18653/v1/2022.gebnlp-1.10 https://aclanthology.org/2022.gebnlp-1.10/ 2022-07 77 85 Assessing Group-level Gender Bias in Professional Evaluations: The Case of Medical Student End-of-Shift Feedback Emmy Liu author Michael Henry Tessler author Nicole Dubosh author Katherine Hiller author Roger Levy author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication liu-etal-2022-assessing 10.18653/v1/2022.gebnlp-1.11 https://aclanthology.org/2022.gebnlp-1.11/ 2022-07 86 93 On the Dynamics of Gender Learning in Speech Translation Beatrice Savoldi author Marco Gaido author Luisa Bentivogli author Matteo Negri author Marco Turchi author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication savoldi-etal-2022-dynamics 10.18653/v1/2022.gebnlp-1.12 https://aclanthology.org/2022.gebnlp-1.12/ 2022-07 94 111 Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias Yarden Tal author Inbal Magar author Roy Schwartz author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication tal-etal-2022-fewer 10.18653/v1/2022.gebnlp-1.13 https://aclanthology.org/2022.gebnlp-1.13/ 2022-07 112 120 Unsupervised Mitigating Gender Bias by Character Components: A Case Study of Chinese Word Embedding Xiuying Chen author Mingzhe Li author Rui Yan author Xin Gao author Xiangliang Zhang author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication chen-etal-2022-unsupervised 10.18653/v1/2022.gebnlp-1.14 https://aclanthology.org/2022.gebnlp-1.14/ 2022-07 121 128 An Empirical Study on the Fairness of Pre-trained Word Embeddings Emeralda Sesari author Max Hort author Federica Sarro author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication sesari-etal-2022-empirical 10.18653/v1/2022.gebnlp-1.15 https://aclanthology.org/2022.gebnlp-1.15/ 2022-07 129 144 Mitigating Gender Stereotypes in Hindi and Marathi Neeraja Kirtane author Tanvi Anand author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication kirtane-anand-2022-mitigating 10.18653/v1/2022.gebnlp-1.16 https://aclanthology.org/2022.gebnlp-1.16/ 2022-07 145 150 Choose Your Lenses: Flaws in Gender Bias Evaluation Hadas Orgad author Yonatan Belinkov author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication orgad-belinkov-2022-choose 10.18653/v1/2022.gebnlp-1.17 https://aclanthology.org/2022.gebnlp-1.17/ 2022-07 151 167 A Taxonomy of Bias-Causing Ambiguities in Machine Translation Michal Měchura author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication mechura-2022-taxonomy 10.18653/v1/2022.gebnlp-1.18 https://aclanthology.org/2022.gebnlp-1.18/ 2022-07 168 173 On Gender Biases in Offensive Language Classification Models Sanjana Marcé author Adam Poliak author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication marce-poliak-2022-gender 10.18653/v1/2022.gebnlp-1.19 https://aclanthology.org/2022.gebnlp-1.19/ 2022-07 174 183 Gender Bias in BERT - Measuring and Analysing Biases through Sentiment Rating in a Realistic Downstream Classification Task Sophie Jentzsch author Cigdem Turan author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication jentzsch-turan-2022-gender 10.18653/v1/2022.gebnlp-1.20 https://aclanthology.org/2022.gebnlp-1.20/ 2022-07 184 199 Occupational Biases in Norwegian and Multilingual Language Models Samia Touileb author Lilja Øvrelid author Erik Velldal author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication touileb-etal-2022-occupational 10.18653/v1/2022.gebnlp-1.21 https://aclanthology.org/2022.gebnlp-1.21/ 2022-07 200 211 Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements Conrad Borchers author Dalia Gala author Benjamin Gilburt author Eduard Oravkin author Wilfried Bounsi author Yuki M Asano author Hannah Kirk author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication borchers-etal-2022-looking 10.18653/v1/2022.gebnlp-1.22 https://aclanthology.org/2022.gebnlp-1.22/ 2022-07 212 224 HeteroCorpus: A Corpus for Heteronormative Language Detection Juan Vásquez author Gemma Bel-Enguix author Scott Thomas Andersen author Sergio-Luis Ojeda-Trueba author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication vasquez-etal-2022-heterocorpus 10.18653/v1/2022.gebnlp-1.23 https://aclanthology.org/2022.gebnlp-1.23/ 2022-07 225 234 Evaluating Gender Bias Transfer from Film Data Amanda Bertsch author Ashley Oh author Sanika Natu author Swetha Gangu author Alan W Black author Emma Strubell author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication bertsch-etal-2022-evaluating 10.18653/v1/2022.gebnlp-1.24 https://aclanthology.org/2022.gebnlp-1.24/ 2022-07 235 243 Indigenous Language Revitalization and the Dilemma of Gender Bias Oussama Hansal author Ngoc Tan Le author Fatiha Sadat author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication hansal-etal-2022-indigenous 10.18653/v1/2022.gebnlp-1.25 https://aclanthology.org/2022.gebnlp-1.25/ 2022-07 244 254 What changed? Investigating Debiasing Methods using Causal Mediation Analysis Sullam Jeoung author Jana Diesner author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication jeoung-diesner-2022-changed 10.18653/v1/2022.gebnlp-1.26 https://aclanthology.org/2022.gebnlp-1.26/ 2022-07 255 265 Why Knowledge Distillation Amplifies Gender Bias and How to Mitigate from the Perspective of DistilBERT Jaimeen Ahn author Hwaran Lee author Jinhwa Kim author Alice Oh author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication ahn-etal-2022-knowledge 10.18653/v1/2022.gebnlp-1.27 https://aclanthology.org/2022.gebnlp-1.27/ 2022-07 266 272 Incorporating Subjectivity into Gendered Ambiguous Pronoun (GAP) Resolution using Style Transfer Kartikey Pant author Tanvi Dadu author 2022-07 text Proceedings of the 4th Workshop on Gender Bias in Natural Language Processing (GeBNLP) Christian Hardmeier editor Christine Basta editor Marta R Costa-jussà editor Gabriel Stanovsky editor Hila Gonen editor Association for Computational Linguistics Seattle, Washington conference publication pant-dadu-2022-incorporating 10.18653/v1/2022.gebnlp-1.28 https://aclanthology.org/2022.gebnlp-1.28/ 2022-07 273 281