A prompt-based pipeline lets closed LLMs like GPT-4o be used with classical group-fairness algorithms, without access to weights or embeddings.
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting
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Group Fairness Meets the Black Box: Enabling Fair Algorithms on Closed LLMs via Post-Processing
A prompt-based pipeline lets closed LLMs like GPT-4o be used with classical group-fairness algorithms, without access to weights or embeddings.