Validation station does not improve your extractors. For this purpose there is train extractors scope - https://docs.uipath.com/activities/docs/train-extractors-scope. Note that not every extractor can be trained. I recommend you to see document understanding process template - Document Understanding Process: Studio Template and investigate how extractor training is implemented there.
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