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"compared it against" is correct and usable in written English.
You can use this phrase when you want to emphasize the act of comparing one thing to another for the purpose of evaluating their similarities or differences. Example: "I always compare my current job against my dream job to see if I'm on the right path."
Exact(36)
To facilitate recognition of the fluorescence epitope by the nanobody, we generated a vector that displays the YFP/GLuc fusion protein on its outer membrane [[16]] and compared it against its intracellular counterpart.
To assess the comparative performance of the IT2FO-FPID, authors compared it against existing controllers, i.e., interval type-2 fuzzy PID (IT2-FPID), type-1 fractional order fuzzy PID (T1FO-FPID), type-1 fuzzy PID (T1-FPID), and conventional PID controllers.
First, we compared it against 1000 randomly selected sets of comparable number of genes (Suppl. methods, Suppl. Fig. 17) (Venet et al., 2011).
They settled on the Kia over the station wagons they had compared it against.
Then I've compared it against the size of the challenging party's convention bounce.
We evaluated the MPS using real and synthetic data, and compared it against other frequently used performance measures.
Similar(24)
We validated the algorithm through experiments by comparing it against two comparable algorithms.
The significance of that difference is estimated by comparing it against the probability of its occurrence by chance alone.
Clearly we will use this information, comparing it against allegations made.
The measurements were used to calculate specific impulse and to compare it against expected values.
The proposal is validated by comparing it against solutions derived from previous work.
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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