As the development and evaluation of large language models (LLMs) continue to evolve, I conducted an overview of the principal benchmarks commonly found in research papers. My goal is to create a clear and comprehensive resource that summarizes what is being tested in LLMs, with concrete examples, key metrics, and direct links to related papers and repositories. This document serves as a centralized matrix that will be continuously updated with insights from future papers I review.