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A graphical demo running as a benchmark of the OGRE engine. In computing, a benchmark is the act of running a computer program, a set of programs, or other operations, in order to assess the relative performance of an object, normally by running a number of standard tests and trials against it.
Benchmarking is sometimes referred to as 'post-stratification' because of its similarities to stratified sampling.The difference between the two is that in stratified sampling, we decide in advance how many units will be sampled from each stratum (equivalent to benchmarking cells); in benchmarking, we select units from the broader population, and the number chosen from each cell is a matter of ...
Benchmarking is appropriate in nearly every case where process redesign or improvement is to be undertaking so long as the cost of the study does not exceed the expected benefit. Financial benchmarking - performing a financial analysis and comparing the results in an effort to assess your overall competitiveness and productivity.
Benchmark (surveying), a point of known elevation marked for the purpose of surveying; Benchmarking (geolocating), an activity involving finding benchmarks; Benchmark (computing), the result of running a computer program to assess performance; Benchmark, a best-performing, or gold standard test in medicine and statistics
The same term can also be used more informally to refer to something "standard" or "classic". For example, one might say that Euclid's proof is the "canonical proof" of the infinitude of primes. There are two canonical proofs that are always used to show non-mathematicians what a mathematical proof is like:
The MMLU was released by Dan Hendrycks and a team of researchers in 2020 [3] and was designed to be more challenging than then-existing benchmarks such as General Language Understanding Evaluation (GLUE) on which new language models were achieving better-than-human accuracy.
In applied mathematics, test functions, known as artificial landscapes, are useful to evaluate characteristics of optimization algorithms, such as convergence rate, precision, robustness and general performance.
Benchmarking is usually associated with assessing performance characteristics of computer hardware, e.g., the floating point operation performance of a CPU, but there are circumstances when the technique is also applicable to software. Software benchmarks are, for example, run against compilers or database management systems.