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Definitions:
Set: to put something in a particular place.
Sit: 1. to take a seat. 2. to be situated. 3. to remain inactive.
Synonyms for set are to place and put. Insert these words into your sentence and see if they make sense.
Sitting is something you can do all by yourself. Setting requires some other object.