Configure Lookup

I have problems with lookup functionality. I have many loose untagged music mp3 files. Lookup than often suggests not the original album of the artist, but a compilation where this song is included. I would like to get the original album. Can I affect this? Thanks!

You can adjust the sliders in Picard’s Menu Options → Options → Metadata → Preferred Releases.
From the help:

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