Calibrate LLM output to match Word formatting
Company: Microsoft
Role: Machine Learning Engineer
Category: ML System Design
Difficulty: medium
Interview Round: Onsite
Quick Answer: This question evaluates a candidate's ML system design skills for calibrating large language model outputs to strict document formatting schemas, covering schema representation, constraint enforcement, validation and repair, latency trade-offs, fallback strategies, and evaluation metrics.