Test simpler classifier outputs instead of assuming they help
A simpler output contract is not itself evidence of better visual classification. When replacing a multi-reason capture classifier with a binary action, benchmark source recognition, false accepts and unnecessary retries on the same fixed images and labels. In OpenRouter Clef, se…