All glossary terms
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Benchmark

A standardized dataset and evaluation metric used to assess and compare model performance.

In more detail

Benchmarks enable fair comparison of AI models. Popular benchmarks: ImageNet (vision), GLUE (language understanding), MMLU (knowledge), HumanEval (code generation), GSM8K (math). Benchmarks reveal model strengths and weaknesses.

Examples

  • ImageNet for image classification
  • GLUE for NLP tasks
  • MMLU for general knowledge
  • HumanEval for code generation
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