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  5. Perplexity
Evaluation & Benchmarks

Perplexity

Perplexity measures how much probability a language model assigns to a token sequence, expressed as an exponentiated average negative log-likelihood.

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Lower perplexity on the same tokenization and dataset means the model was less surprised by the text. Scores are not directly comparable across different vocabularies, preprocessing, or evaluation sets.

Related terms

PrecisionRecallBLEU ScoreHuman EvaluationFew-Shot EvaluationTuned Evaluators