# Benchmark

> Source: https://sukruyusufkaya.com/en/glossary/benchmark
> Updated: 2026-05-13T20:00:13.396Z
> Type: glossary
> Category: yapay-zeka-temelleri
**TLDR:** A standardized framework of data, metrics, and evaluation used to compare different models on the same task.

<p>A benchmark is a standardized evaluation framework created to compare different models or methods on a common task using shared criteria. It typically consists of a specific dataset, a clearly defined task, and suitable performance metrics. Benchmarks are highly valuable in research because they make progress more objective and easier to track. However, one important caution remains: benchmark success does not always translate directly into real-world success. Live systems face distribution shifts, user behavior differences, latency constraints, and operational requirements that benchmarks may not capture. For that reason, benchmarks matter, but they should never be the only decision criterion.</p>