The story
From the phrase chop logic, attested from the early 16th century . The element chop originally meant "to bandy, exchange" (as in chop logic, i.e., to exchange logical arguments) . Later chop was wrongly understood as "to cut, split" .
Etymology from Wiktionary, CC BY-SA 4.0.