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

Oct-10-2025, 16:15:10 GMT–Neural Information Processing Systems

This work proposes a Bias-V olatility Framework (BVF) that estimates the probability distribution function of LLM stereotypes.

large language model, machine learning, natural language, (17 more...)

Neural Information Processing Systems

Oct-10-2025, 16:15:10 GMT

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BiasandVolatility: AStatisticalFrameworkfor EvaluatingLargeLanguageModel'sStereotypesand theAssociatedGenerationInconsistency

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