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- ROUGE (Recall-Oriented Understudy for Gisting Evaluation) is the classical summarization metric, focused on recall of n-grams from the reference summary. BLEU is precision-oriented and dominates translation. Modern eval often supplements ROUGE with embedding-based metrics like BERTScore or LLM-as-judge for higher correlation with human judgment.