Type	Title	Authors
Oral + Poster / in-person	A Parameter-Efficient Multi-Objective Approach to Mitigate Stereotypical Bias in Language Models	Yifan Wang, Vera Demberg
Lightning talk / remote	Do PLMs and Annotators Share the Same Gender Bias? Definition, Dataset, and Framework of Contextualized Gender Bias	Shucheng Zhu, Bingjie Du, Jishun Zhao, Ying Liu, Pengyuan Liu
Lightning talk / remote	We Don’t Talk About That: Case Studies on Intersectional Analysis of Social Bias in Large Language Models	Hannah Devinney, JENNY BJÖRKLUND, Henrik Björklund
Lightning talk / remote	An Explainable Approach to Understanding Gender Stereotype Text	Manuela Nayantara Jeyaraj, Sarah Jane Delany
Lightning talk / remote	A Fairness Analysis of Human and AI-Generated Student Reflection Summaries	Bhiman Kumar Baghel, Arun Balajiee Lekshmi Narayanan, Michael Miller Yoder
Lightning talk / remote	On Shortcuts and Biases: How Finetuned Language Models Distinguish Audience-Specific Instructions in Italian and English	Nicola Fanton, Michael Roth
Lightning talk / remote	The power of Prompts: Evaluating and Mitigating Gender Bias in MT with LLMs	Aleix Sant, Carlos Escolano, Audrey Mash, Francesca De Luca Fornaciari, Maite Melero
Poster / In-person	Detecting Gender Discrimination on Actor Level Using Linguistic Discourse Analysis	Stefanie Urchs, Veronika Thurner, Matthias Aßenmacher, Christian Heumann, Stephanie Thiemichen
Poster / In-person	What Can Go Wrong in Authorship Profiling: Cross-Domain Analysis of Gender and Age Prediction	Hongyu Chen, Michael Roth, Agnieszka Falenska
Oral+Poster / In-person	Towards Fairer NLP Models: Handling Gender Bias In Classification Tasks	Nasim Sobhani, Sarah Jane Delany
Lightning talk / remote	Investigating Gender Bias in STEM Job Advertisements	Malika Dikshit, Houda Bouamor, Nizar Habash
Oral+Poster / In-person	Dissecting Biases in Relation Extraction: A Cross-Dataset Analysis on People’s Gender and Origin	Marco Antonio Stranisci, Pere-Lluís Huguet Cabot, Elisa Bassignana, Roberto Navigli
Lightning talk / remote	Gender Bias in Turkish Word Embeddings: A Comprehensive Study of Syntax, Semantics and Morphology Across Domains	Duygu Altinok
Oral+Poster / In-person	Disagreeable, Slovenly, Honest and Un-named Women? Investigating Gender Bias in English Educational Resources by Extending Existing Gender Bias Taxonomies	Haotian Zhu, Kexin Gao, Fei Xia, Mari Ostendorf
Poster / In-person	Generating Gender Alternatives in Machine Translation	Sarthak Garg, Mozhdeh Gheini, Clara Emmanuel, Tatiana Likhomanenko, Qin Gao, Matthias Paulik
Oral+Poster / In-person	Beyond Binary Gender Labels: Revealing Gender Bias in LLMs through Gender-Neutral Name Predictions	Zhiwen You, HaeJin Lee, Shubhanshu Mishra, Sullam Jeoung, Apratim Mishra, JINSEOK KIM, Jana Diesner
Poster / In-person	Is there Gender Bias in Dependency Parsing? Revisiting “Women’s Syntactic Resilience”	Paul Stanley Go, Agnieszka Falenska
Poster / In-person	From ‘Showgirls’ to ‘Performers’: Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs	Marion Bartl, Susan Leavy
Lightning talk / remote	Sociodemographic Bias in Language Models: A Survey and Forward Path	Vipul Gupta, Pranav Narayanan Venkit, Shomir Wilson, Rebecca J. Passonneau
Lightning talk / remote	Stop! In the Name of Flaws: Disentangling Personal Names and Sociodemographic Attributes in NLP	Vagrant Gautam, Arjun Subramonian, Anne Lauscher, Os Keyes
Lightning talk / remote	Evaluating Gender Bias in Multilingual Multimodal AI Models: Insights from an Indian Context	Kshitish Ghate, Arjun Choudhry, Vanya Bannihatti Kumar
Lightning talk / remote	Detecting and Mitigating LGBTQIA+ Bias in Large Norwegian Language Models	Selma Kristine Bergstrand, Björn Gambäck
Lightning talk / remote	Whose wife is it anyway? Assessing bias against same-gender relationships in machine translation	Ian Stewart, Rada Mihalcea
Lightning talk / remote	Analysis of Annotator Demographics in Sexism Detection	Narjes Tahaei, Sabine Bergler
Lightning talk / remote	An Empirical Study of Gendered Stereotypes in Emotional Attributes for Bangla in Multilingual Large Language Models	Jayanta Sadhu, Maneesha Rani Saha, Rifat Shahriyar
Poster / In-person	Multilingual DAMA for Debiasing Translation	Tomasz Limisiewicz, David Mareček
Poster / In-person	Overview of the Shared Task on Machine Translation Gender Bias Evaluation with Multilingual Holistic Bias	Marta R. Costa-jussà, Pierre Andrews, Christine Basta, Juan Ciro, Agnieszka Falenska, Seraphina Goldfarb-Tarrant, Rafael Mosquera, Debora Nozza, Eduardo Sánchez
Findings / Poster / In-person	Biasly: An Expert-Annotated Dataset for Subtle Misogyny Detection and Mitigation
Findings / Poster / In-person	Investigating Subtler Biases in LLMs: Ageism, Beauty, Institutional, and Nationality Bias in Generative Models
Findings / Poster / In-person	More than Minorities and Majorities: Understanding Multilateral Bias in Language Generation
Findings / Poster / In-person	Ask LLMs Directly, “What shapes your bias?”: Measuring Social Bias in Large Language Models
Findings / Poster / In-person	Pro-Woman, Anti-Man? Identifying Gender Bias in Stance Detection