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Human Evaluation

← Expensive, slow, gold standard

LLM-as-Judge

← Scalable, subjective tasks

Benchmark Suites (MMLU, HumanEval)

← Standardized comparison

Automatic Metrics (BLEU, ROUGE)

← Fast, reference-based

Unit Tests / Assertions

← Functional correctness

LLM Evaluation Hierarchy