Equal CER, Unequal Damage: Severity-Weighted Character Error Rate for OCR

Nguyen Nguyen, Yongyi Zang

Character Error Rate (CER), the standard metric for OCR and vision-language models (VLMs), charges a typo as much as a wrong name. We introduce semCER, which keeps CER's alignment…