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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 EvaluationAI2 Reasoning ChallengeInter-Annotator Agreement

Where Perplexity comes up

  • Perplexity Uses GPT-6 Astra in Codex to Build End-to-End Test Harnesses
  • Perplexity Portable Computer Comes to Windows RTX PCs
  • Perplexity Joins the Rust Foundation to Back SPACE, Its Agent Sandbox
  • Perplexity Q2D-Web: 190M-Doc Benchmark for Agentic RAG Retrieval