Publications
Content Moderation & Online Safety
IYKYK (But AI Doesn't): Automated Content Moderation Does Not Capture Communities' Heterogeneous Attitudes Towards Reclaimed Language
Christina Chance, Rebecca Pattichis, Arjun Subramonian, James He, Shruti Narayanan, Saadia Gabriel, Kai-Wei Chang
Re-imagining Virtual Communities: Ethical Guidelines for Studying Black Twitter
Christina Chance, Kai-Wei Chang
ModelCitizens: Representing Community Voices in Online Safety
Ashima Suvarna, Christina Chance, Karolina Naranjo, Hamid Palangi, Sophie Hao, Thomas Hartvigsen, Saadia Gabriel
Leveraging Large Language Models and Topic Modeling for Toxicity Classification
Haniyeh Ehsani Oskouie, Christina Chance, Claire Huang, Margaret Capetz, Elizabeth Eyeson, Majid Sarrafzadeh
Bias & Fairness in AI
Will the Prince Get True Love's Kiss? On the Model Sensitivity to Gender Perturbation over Fairytale Texts
Christina Chance, Da Yin, Dakuo Wang, Kai-Wei Chang
Survey of Bias in Text-to-Image Generation: Definition, Evaluation, and Mitigation
Yixin Wan, Arjun Subramonian, Anaelia Ovalle, Zongyu Lin, Ashima Suvarna, Christina Chance, Hritik Bansal, Rebecca Pattichis, Kai-Wei Chang
Dialectal Bias for African American English
Reinforcing Stereotypes of Anger: Emotion AI on African American Vernacular English
Rebecca Dorn, Christina Chance, Casandra Rusti, Charles Bickham Jr, Kai-Wei Chang, Fred Morstatter, Kristina Lerman
An Analysis of Large Language Models for African American English Speaking Children's Oral Language Assessment
Alexander Johnson, Christina Chance, Kaycee Stiemke, Hariram Veeramani, Natarajan Balaji Shankar, Abeer Alwan
Journal of Black Excellence in Engineering, Science, & Technology, Vol. 1
Paper
CORAAL QA: A Dataset and Framework for Open Domain Spontaneous Speech Question Answering from Long Audio Files
Natarajan Balaji Shankar, Alexander Johnson, Christina Chance, Hariram Veeramani, Abeer Alwan
Zoom Audio Transcription Accuracy for African American Vernacular English
Christina Chance, Dorian Arnold
Honor's Thesis (High Honors)
Paper
NLP for Social Sciences
Research Domain Criteria and Deaths by Suicide in the National Violent Death Reporting System
Susan D Cochran, Christina Chance, Alina Arseniev-Koehler, Bruce Cuthbert, Vickie M Mays
Measuring Narrative Complexity Among Suicide Deaths in the National Violent Death Reporting System (2003–2021 NVDRS)
Christina Chance, Alina Arseniev-Koehler, Vickie M. Mays, Kai-Wei Chang, Susan D. Cochran
Leveraging Language Models to Detect Greenwashing
Avalon Vinella*, Margaret Capetz*, Rebecca Pattichis*, Christina Chance*, Reshmi Ghosh
HCI & Design
Surprising Personas: Persona Sets with Controllably Unexpected Features
Christina Chance, Jennifer Healey
Training Programs
AIM-AHEAD & NCATS Health Data Science Training Program, 2025
Cohort member of the 2025 AIM-AHEAD & NCATS Health Data Science Training Program, where my team's project, Artificial Intelligence Approaches to Clinical Prediction of 60-Day Mortality in Respiratory Infection (RI) with Smoking History: A Retrospective Cohort Study, received the Top Oral Presentation – Instructor's Choice Award.