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The recalled matches are further categorized by the benchmark depending on their bit score.
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The team is also willing to change the 25 check-in benchmark depending on community feedback.
In part, these benchmarks depend on the application.
The number of times the operation is executed during each test depends on the size of the generated workload (which can be specified by the benchmark user).
Nonetheless, the results are good, as measured by the benchmarking.
Also, comparing topologies ignores branch lengths, so the results of these benchmark studies depend only indirectly on the distance values calculated by the alignment-free methods that are to be evaluated.
This makes the engine up to 2x faster than it is today depending on the benchmark.
Depending on the benchmark subset used, we obtain accuracies between 35 and 58% for structure prediction.
Designation of performance outliers, however, can vary significantly depending on the benchmark and methods used for this determination.
The classification accuracy for each label was quite different and depended on the benchmark.
To be released by Criterion is the benchmark of excellence.
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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