"You Gotta be a Doctor, Lin": An Investigation of Name-Based Bias of
Large Language Models in Employment Recommendations

"You Gotta be a Doctor, Lin": An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations

18 June 2024

John J. Prindle

Hal Daumé III

Papers citing ""You Gotta be a Doctor, Lin": An Investigation of Name-Based Bias of Large Language Models in Employment Recommendations"

11 / 11 papers shown

Title
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 46 0 0 20 Mar 2025
On the Mutual Influence of Gender and Occupation in LLM Representations Haozhe An Connor Baumler Abhilasha Sancheti Rachel Rudinger AI4CE 55 0 0 09 Mar 2025
Language Models Predict Empathy Gaps Between Social In-groups and Out-groups Yu Hou Hal Daumé III Rachel Rudinger 39 2 0 02 Mar 2025
Refining Input Guardrails: Enhancing LLM-as-a-Judge Efficiency Through Chain-of-Thought Fine-Tuning and Alignment Melissa Kazemi Rad Huy Nghiem Andy Luo Sahil Wadhwa Mohammad Sorower Stephen Rawls AAML 93 2 0 22 Jan 2025
Who Does the Giant Number Pile Like Best: Analyzing Fairness in Hiring Contexts Preethi Seshadri Seraphina Goldfarb-Tarrant 35 0 0 08 Jan 2025
Natural Language Processing for Human Resources: A Survey Naoki Otani Nikita Bhutani Estevam R. Hruschka VLM 37 0 0 21 Oct 2024
Spoken Stereoset: On Evaluating Social Bias Toward Speaker in Speech Large Language Models Yi-Cheng Lin Wei-Chih Chen Hung-yi Lee 38 1 0 14 Aug 2024
Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs Shashank Gupta Vaishnavi Shrivastava A. Deshpande A. Kalyan Peter Clark Ashish Sabharwal Tushar Khot 128 101 0 08 Nov 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 322 4,077 0 24 May 2022
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations Jessica Dai Sohini Upadhyay Ulrich Aivodji Stephen H. Bach Himabindu Lakkaraju 40 56 0 15 May 2022
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019