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Together, these capabilities form the foundation of a benchmarking tool, while the distributed tracing and analysis facilities alone support debugging.
The comprehension and accuracy of a benchmarking study ultimately depends on the quality of work at each step of the benchmarking pipeline outlined in Fig. 1e.
Maximum computational reproducibility of a benchmarking study is only possible when the commands and parameters required to optimally run and install each tool are made publicly available54.
The primary goal of a benchmarking study is to produce a robust assessment of existing algorithms, yet the data generated by benchmarking studies can also be a valuable resource for the research community56.
This model can then be used as part of a benchmarking activity to identify reference value of money prospects in respect of passengers per $ subsidy outlay by adjusting for influences not under the control of the service provider.
The case shows that eliminating a technical obstacle or an operating contradiction is a key step for catching up with the performance of a benchmarking product.
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There was little in the way of a benchmark.
Simulation of a benchmark example verifies the theoretical statements.
It was a heck of a benchmark to live up to.
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The n-hexane uptake is ~70% higher than that of a benchmark adsorbent, zeolite-5A.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com