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Emily Diana

3 accepted papers

2026

A Theoretical Model for Grit in Pursuing Ambitious Ends

AAAI 2026technical

Ambition and risk-taking have been heralded as important ways for marginalized communities to get out of cycles of poverty. As a result, educational messaging often encourages individuals to strengthen their personal resolve and develop characteristics such as discipline and grit to succeed in ambit

Cited by 0SourcePDFScholar
2025

Gender Inclusivity Fairness Index (GIFI): A Multilevel Framework for Evaluating Gender Diversity in Large Language Models

ACL 2025long

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 studies primarily focus on binary gender distinctions, we introduce the Gender Inclusivity Fairness Index (GIFI), a novel a…

Cited by 0SourcePDFScholar
2025

Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models

EMNLP 2025

The biases exhibited by text-to-image (TTI) models are often treated as independent, though in reality, they may be deeply interrelated. Addressing bias along one dimension—such as ethnicity or age—can inadvertently affect another, like gender, either mitigating or exacerbating existing disparities.

Cited by 0SourcePDFScholar