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The phrase "are validated against" is correct and usable in written English.
It can be used in contexts where something is being checked or confirmed against a set of criteria or standards.
Example: "The results of the experiment are validated against the established benchmarks to ensure accuracy."
Alternatives: "are checked against" or "are verified against".
Exact(60)
Results are validated against finite elements analysis throughout the course of the paper.
18 Validation Validation It is important that modelled results are validated against an acceptable standard.
Results are validated against postoperative clinical data.
Element children are validated against their declarations.
The results are validated against experiments.
Results are validated against experimental data.
Most test problems are validated against exact or reference data.
The numerical results are validated against available analytical solutions.
The model predictions are validated against fatigue experimental data.
The three investigated models are validated against experimental results.
The obtained experimental findings are validated against the theoretical results.
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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