A hierarchical statistical model demonstrates that multiple LLM generations per prompt improve benchmark score accuracy, reduce variance, and enable prompt-level difficulty scoring via correct ratios.
n" is the number of prompts,
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Beyond the Singular: Revealing the Value of Multiple Generations in Benchmark Evaluation
A hierarchical statistical model demonstrates that multiple LLM generations per prompt improve benchmark score accuracy, reduce variance, and enable prompt-level difficulty scoring via correct ratios.