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Benchmark
AI Glossary Term
What is Benchmark?
Definition
A standardized test or dataset used to measure and compare model performance.
Related terms
Benchmark Leakage
When benchmark test examples or close variants are present in training data, inflating reported performance.
Evaluation Set
A held-out dataset used to measure model quality after training.
HumanEval
A benchmark of Python programming problems used to measure code-generation correctness via unit tests.
Baseline Model
A simple reference model used to compare whether more complex approaches actually improve results.
Dataset
A collection of structured or unstructured examples used for training, validation, or testing.
Validation Set
A dataset used during development to tune models and prevent overfitting.
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