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AlpacaEval

AlpacaEval Leaderboard

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About AlpacaEval

AlpacaEval is a community-driven leaderboard that evaluates language models by comparing their outputs against a reference model using GPT-4 as an automated judge. It provides a standardized benchmark for assessing instruction-following performance across various models.

Best for

Researchers and developers benchmarking instruction-tuned language models

Use cases

  • Compare model performance on instruction-following tasks
  • Benchmark custom fine-tuned models against public baselines
  • Track progress in model development over time

Pros

  • Automated evaluation reduces human effort and cost
  • Widely adopted benchmark for community comparison
  • Simple to use with pre-built evaluation pipeline

Cons

  • Relies on GPT-4 as judge, introducing potential bias
  • Limited to instruction-following tasks, not general capabilities
  • Leaderboard can be gamed by optimizing for the judge

Key facts

What we have checked

Not checked yet. Dated facts such as prices, releases and repository activity appear here once we have confirmed them from a source.

Alternatives

Alternatives to AlpacaEval

RecordTypeHow we knowChecked
lm-evaluation-harnessThis is an alternative to itOpen sourceNamed in the listingNot dated
OpenAI EvalsThis is an alternative to itOpen sourceNamed in the listingNot dated

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Sources

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