Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency

Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency

Item #:: 079017-3495
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DOI: https://doi.org/10.52202/079017-3495
Author(s): Xiao Liu, Yiran Liu, Zehan Qi, Ke Yang, Yang Yu, ChengXiang Zhai
Pages: 110131-110155 (25 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

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DOI: https://doi.org/10.52202/079017-3495
Author(s): Xiao Liu, Yiran Liu, Zehan Qi, Ke Yang, Yang Yu, ChengXiang Zhai
Pages: 110131-110155 (25 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)