Papers by Michelle Phan
Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs (2025.acl-long)
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| Challenge: | Algorithmic fairness has traditionally adopted the mathematically convenient perspective of racial color-blindness. |
| Approach: | They propose a benchmark suite of eight different scenarios to assess group difference awareness. |
| Outcome: | The proposed model demonstrates that group difference awareness is a distinct dimension to fairness where existing bias mitigation strategies may backfire. |