Stabilize LLM inference and estimate needed repeats

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Quick Overview

This question evaluates skills in designing reliable LLM inference pipelines and in statistical modeling of stochastic outputs, including reproducibility engineering, uncertainty quantification, and the use of correlation metrics (e.g., Pearson) to measure stability.

Stabilize LLM inference and estimate needed repeats

Company: Citadel

Role: Data Scientist

Category: ML System Design

Difficulty: medium

Interview Round: Technical Screen

Overview: This question evaluates skills in designing reliable LLM inference pipelines and in statistical modeling of stochastic outputs, including reproducibility engineering, uncertainty quantification, and the use of correlation metrics (e.g., Pearson) to measure stability.

Read the full Citadel Data Scientist interview experience this question came from

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Citadel
Oct 9, 2025
mediumData ScientistTechnical ScreenML System Design
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