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LLM Evaluation: Rubrics & Judges

Learn evaluation frameworks: G-Eval, Arena-as-Judge, Multi-turn evaluation, and Red Teaming.

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▶📚 Prerequisites(1)

🎓 Learning objectives

  • •Understand G-Eval evaluation using chain-of-thought grading rubrics
  • •Explain LLM Arena-as-Judge and ELO scaling calculations
  • •Design component-level evaluations for RAG and agent actions

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📂 Subtopics

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Automated Metrics: BLEU, ROUGE and BERTScore

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LLM-as-Judge: Using a Model to Grade Outputs (G-Eval, Arena)

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Human Evaluation: When Automation Isn't Enough

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RAG-Specific Evaluation with RAGAS

Related concepts

llm-trainingllm-observability

Next to learn

llm-observability →
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