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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 EvaluationGSM8KWipeBench

Where Perplexity comes up

  • Perplexity pplx-embed-v2-late: Multimodal Embeddings Beyond One Vector
  • Perplexity Computer Built a Map of 25,868 NYC Restaurants: Where the Data Came From and What It Shows
  • Perplexity pplx-decider: Open Weights Plus a $0.04 Decisions API
  • Perplexity pplx-embed-v2-context-9b: Contextual Chunk Embeddings