The Unequal Opportunities of Large Language Models: Revealing Demographic Bias through Job Recommendations

3 August 2023

Papers citing "The Unequal Opportunities of Large Language Models: Revealing Demographic Bias through Job Recommendations"

23 / 23 papers shown

Title
Colombian Waitresses y Jueces canadienses: Gender and Country Biases in Occupation Recommendations from LLMs Elisa Forcada Rodríguez Olatz Perez-de-Viñaspre Jon Ander Campos Dietrich Klakow Vagrant Gautam 22 0 0 05 May 2025
From Structured Prompts to Open Narratives: Measuring Gender Bias in LLMs Through Open-Ended Storytelling Evan Chen Run-Jun Zhan Yan-Bai Lin Hung-Hsuan Chen 37 0 0 20 Mar 2025
Unequal Opportunities: Examining the Bias in Geographical Recommendations by Large Language Models Shiran Dudy Thulasi Tholeti R. Ramachandranpillai Muhammad Ali Toby Jia-Jun Li Ricardo Baeza-Yates 21 0 0 16 Mar 2025
Bias in Decision-Making for AI's Ethical Dilemmas: A Comparative Study of ChatGPT and Claude Yile Yan Y. X. Zhu Wentao Xu ELM 40 0 0 17 Jan 2025
Beyond Reward Hacking: Causal Rewards for Large Language Model Alignment Chaoqi Wang Zhuokai Zhao Yibo Jiang Zhaorun Chen Chen Zhu ... Jiayi Liu Lizhu Zhang Xiangjun Fan Hao Ma Sinong Wang 70 3 0 17 Jan 2025
Revisiting Rogers' Paradox in the Context of Human-AI Interaction K. M. Collins Umang Bhatt Ilia Sucholutsky 40 1 0 16 Jan 2025
How far can bias go? -- Tracing bias from pretraining data to alignment Marion Thaler Abdullatif Köksal Alina Leidinger Anna Korhonen Hinrich Schutze 64 0 0 28 Nov 2024
Gender Bias in LLM-generated Interview Responses Haein Kong Yongsu Ahn Sangyub Lee Yunho Maeng 20 6 0 28 Oct 2024
Are Large Language Models Ready for Travel Planning? Ruiping Ren Xing Yao Shu Cole Haining Wang 18 0 0 22 Oct 2024
Stereotype or Personalization? User Identity Biases Chatbot Recommendations Anjali Kantharuban Jeremiah Milbauer Emma Strubell Graham Neubig 11 9 0 08 Oct 2024
Exploring Bengali Religious Dialect Biases in Large Language Models with Evaluation Perspectives Azmine Toushik Wasi Raima Islam Mst Rafia Islam Taki Hasan Rafi Dong-Kyu Chae 18 3 0 25 Jul 2024
From 'Showgirls' to 'Performers': Fine-tuning with Gender-inclusive Language for Bias Reduction in LLMs Marion Bartl Susan Leavy 29 8 0 05 Jul 2024
Towards Massive Multilingual Holistic Bias Xiaoqing Ellen Tan Prangthip Hansanti Carleigh Wood Bokai Yu C. Ropers Marta R. Costa-jussá 28 1 0 29 Jun 2024
Fairness and Bias in Multimodal AI: A Survey Tosin P. Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 48 9 0 27 Jun 2024
"Global is Good, Local is Bad?": Understanding Brand Bias in LLMs M. Kamruzzaman Hieu Minh Nguyen Gene Louis Kim 25 4 0 20 Jun 2024
"You Gotta be a Doctor, Lin": An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations H. Nghiem John J. Prindle Jieyu Zhao Hal Daumé III 27 11 0 18 Jun 2024
JobFair: A Framework for Benchmarking Gender Hiring Bias in Large Language Models Ze Wang Zekun Wu Xin Guan Michael Thaler Adriano Soares Koshiyama Skylar Lu Sachin Beepath Ediz Ertekin Jr. Maria Perez-Ortiz 27 0 0 17 Jun 2024
Data Feminism for AI Lauren Klein C. D’Ignazio 30 16 0 02 May 2024
From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards Khaoula Chehbouni Megha Roshan Emmanuel Ma Futian Andrew Wei Afaf Taik Jackie CK Cheung G. Farnadi 21 7 0 20 Mar 2024
Crawling the Internal Knowledge-Base of Language Models Roi Cohen Mor Geva Jonathan Berant Amir Globerson 170 74 0 30 Jan 2023
Quantifying Social Biases Using Templates is Unreliable P. Seshadri Pouya Pezeshkpour Sameer Singh 42 28 0 09 Oct 2022
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 198 607 0 03 Sep 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019