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you should make it a rule for yourself to remove them
Some websites do have required information after the ? which is needed for linking to the correct page/section.
If you're not sure, try deleting it and pasting the modified link in a new tab. If it doesn't work, try again with one additional argument (the text separated by ? or &) at a time until the link works.