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  • Isabel O. Gallegos, Ryan A. Rossi, Joe B...
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    Dec 29th, 2023
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    preprint
    Isabel O. Gallegos, Ryan A. Rossi, Joe B...
    Dec 29th, 2023

    Rapid advancements of large language models (LLMs) have enabled the processing, understanding, and generation of human-like text, with increasing integration into systems that touch our social sphere. Despite this success, these models can learn, perpetuate, and amplify harmful social biases. In this paper, we present a comprehensive survey of bias evaluation and mitigation techniques for LLMs. We first consolidate, formalize, and expand notions of social bias and fairness in natural...

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