2 papers
cs.CL2025
Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models
Zhengyang Shan, Emily Ruth Diana, Jiawei Zhou
We present a comprehensive evaluation of gender fairness in large language models (LLMs), focusing on their ability to handle both binary and non-binary genders. While previous stu…
cs.LG2024
Minimax Group Fairness in Strategic Classification
Emily Diana, Saeed Sharifi-Malvajerdi, Ali Vakilian
In strategic classification, agents manipulate their features, at a cost, to receive a positive classification outcome from the learner's classifier. The goal of the learner in suc…