Papers by Remi Denton
Amplifying Trans and Nonbinary Voices: A Community-Centred Harm Taxonomy for LLMs (2025.acl-long)
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| Challenge: | Existing studies on harms of language technology to transgender and nonbinary people focus on misgendering and stereotyping . |
| Approach: | They propose a taxonomy of harms for large language models and heuristics for evaluation to help identify harmful behavior in LLMs. |
| Outcome: | The proposed model-based approach combines surveys and focus groups with community experts to identify harmful behavior in large language models. |
ViSAGe: A Global-Scale Analysis of Visual Stereotypes in Text-to-Image Generation (2024.acl-long)
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Akshita Jha, Vinodkumar Prabhakaran, Remi Denton, Sarah Laszlo, Shachi Dave, Rida Qadri, Chandan Reddy, Sunipa Dev
| Challenge: | Existing approaches for evaluating stereotypes have a noticeable lack of coverage of global identity groups and their associated stereotypes. |
| Approach: | They propose to use a dataset to evaluate nationality-based stereotypes in T2I models across 135 nationalities to assess offensive stereotypes. |
| Outcome: | The proposed dataset enables evaluation of known nationality-based stereotypes across 135 nationalities. |