Papers by Chad Atalla
FairPrism: Evaluating Fairness-Related Harms in Text Generation (2023.acl-long)
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Eve Fleisig, Aubrie Amstutz, Chad Atalla, Su Lin Blodgett, Hal Daumé III, Alexandra Olteanu, Emily Sheng, Dan Vann, Hanna Wallach
| Challenge: | FairPrism dataset provides a framework for measuring and mitigating fairness-related harms caused by AI text generation systems. |
| Approach: | They propose a dataset of 5,000 examples of AI-generated English text with detailed human annotations covering a diverse set of harms relating to gender and sexuality. |
| Outcome: | FairPrism is a dataset of 5,000 examples of AI-generated English text with detailed human annotations covering harms relating to gender and sexuality. |
When does text prediction benefit from additional context? An exploration of contextual signals for chat and email messages (2021.naacl-industry)
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| Challenge: | Prior-message context provides the greatest lift in Teams (chat) scenario. |
| Approach: | They compare prior-message context with email and chat messages from Microsoft Teams and Outlook. |
| Outcome: | The proposed model outperforms existing models on two of the largest commercial communication platforms: Microsoft Teams and Outlook. |
Taxonomizing Representational Harms using Speech Act Theory (2025.findings-acl)
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Emily Corvi, Hannah Washington, Stefanie Reed, Chad Atalla, Alexandra Chouldechova, P. Alex Dow, Jean Garcia-Gathright, Nicholas J Pangakis, Emily Sheng, Dan Vann, Matthew Vogel, Hanna Wallach
| Challenge: | a theoretical framework defines representational harms as perlocutionary effects of illocutional acts . the framework provides a granular taxonomy of ils that cause representational damages . |
| Approach: | They propose a framework that defines representational harms as perlocutionary effects of system behaviors . they propose illocutional acts that cause representational damage and a taxonomy that supports measurement instruments . |
| Outcome: | The proposed framework defines representational harms as perlocutionary effects of illocutionaries . it can support the development of valid measurement instruments, the authors show . |