Evaluating Netflix Show Synopses with LLM-as-a-Judge

Netflix uses LLM-as-a-Judge to evaluate synopsis quality at scale, achieving 85%+ agreement with expert writers.

• •Evaluates creative quality against internal rubrics and member feedback through engagement metrics
• •Per-criterion prompts with chain-of-thought reasoning and automatic prompt optimization handle criterion-specific nuances
• •Tiered rationales improve reasoning accuracy while maintaining explanation readability
• •Consensus scoring across multiple LLM samples boosts accuracy for evaluators with extended rationales

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