Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias

20 June 2022

Papers citing "Fewer Errors, but More Stereotypes? The Effect of Model Size on Gender Bias"

24 / 24 papers shown

Title
On the Mutual Influence of Gender and Occupation in LLM Representations Haozhe An Connor Baumler Abhilasha Sancheti Rachel Rudinger AI4CE 53 0 0 09 Mar 2025
Assumed Identities: Quantifying Gender Bias in Machine Translation of Ambiguous Occupational Terms Orfeas Menis-Mastromichalakis Giorgos Filandrianos M. Symeonaki Giorgos Stamou 55 0 0 06 Mar 2025
Risks, Causes, and Mitigations of Widespread Deployments of Large Language Models (LLMs): A Survey Md. Nazmus Sakib Md Athikul Islam Royal Pathak Md Mashrur Arifin ALM PILM 29 2 0 01 Aug 2024
Native Design Bias: Studying the Impact of English Nativeness on Language Model Performance Manon Reusens Philipp Borchert Jochen De Weerdt Bart Baesens 26 0 0 25 Jun 2024
Beyond Performance: Quantifying and Mitigating Label Bias in LLMs Philipp Benz Maitreya Patel 116 10 0 04 May 2024
The Trade-off between Performance, Efficiency, and Fairness in Adapter Modules for Text Classification Minh Duc Bui K. Wense 26 0 0 03 May 2024
Investigating Gender Bias in Turkish Language Models Orhun Caglidil Malte Ostendorff Georg Rehm 27 2 0 17 Apr 2024
Robust Pronoun Fidelity with English LLMs: Are they Reasoning, Repeating, or Just Biased? Vagrant Gautam Eileen Bingert D. Zhu Anne Lauscher Dietrich Klakow 43 8 0 04 Apr 2024
RuBia: A Russian Language Bias Detection Dataset Veronika Grigoreva Anastasiia Ivanova I. Alimova Ekaterina Artemova 35 1 0 26 Mar 2024
Investigating Markers and Drivers of Gender Bias in Machine Translations Peter J. Barclay Ashkan Sami 16 2 0 18 Mar 2024
What the Weight?! A Unified Framework for Zero-Shot Knowledge Composition Carolin Holtermann Markus Frohmann Navid Rekabsaz Anne Lauscher MoMe 22 5 0 23 Jan 2024
Women Are Beautiful, Men Are Leaders: Gender Stereotypes in Machine Translation and Language Modeling Matúš Pikuliak Andrea Hrckova Stefan Oresko Marián Simko 18 5 0 30 Nov 2023
Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models Carlos Alejandro Aguirre Kuleen Sasse Isabel Cachola Mark Dredze 26 1 0 14 Nov 2023
A Predictive Factor Analysis of Social Biases and Task-Performance in Pretrained Masked Language Models Yi Zhou Jose Camacho-Collados Danushka Bollegala 81 6 0 19 Oct 2023
Instructed to Bias: Instruction-Tuned Language Models Exhibit Emergent Cognitive Bias Itay Itzhak Gabriel Stanovsky Nir Rosenfeld Yonatan Belinkov 24 20 0 01 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 88 10,977 0 18 Jul 2023
Sociodemographic Bias in Language Models: A Survey and Forward Path Vipul Gupta Pranav Narayanan Venkit Shomir Wilson R. Passonneau 42 20 0 13 Jun 2023
A Trip Towards Fairness: Bias and De-Biasing in Large Language Models Leonardo Ranaldi Elena Sofia Ruzzetti Davide Venditti Dario Onorati Fabio Massimo Zanzotto 27 33 0 23 May 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 30 3 0 22 May 2023
Language Model Behavior: A Comprehensive Survey Tyler A. Chang Benjamin Bergen VLM LRM LM&MA 27 103 0 20 Mar 2023
Fairness in Language Models Beyond English: Gaps and Challenges Krithika Ramesh Sunayana Sitaram Monojit Choudhury 30 23 0 24 Feb 2023
JASMINE: Arabic GPT Models for Few-Shot Learning El Moatez Billah Nagoudi Muhammad Abdul-Mageed AbdelRahim Elmadany Alcides Alcoba Inciarte Md. Tawkat Islam Khondaker 25 7 0 21 Dec 2022
Training Trajectories of Language Models Across Scales Mengzhou Xia Mikel Artetxe Chunting Zhou Xi Victoria Lin Ramakanth Pasunuru Danqi Chen Luke Zettlemoyer Ves Stoyanov AIFin LRM 31 53 0 19 Dec 2022
Gender Biases Unexpectedly Fluctuate in the Pre-training Stage of Masked Language Models Kenan Tang Hanchun Jiang AI4CE 18 1 0 26 Nov 2022