We tested super-resolution pre-filter for LPR OCR. It did nothing

Does AI upscaling actually improve plate reads? We tested a 42K-parameter super-resolution model and a 1.21M-parameter pretrained model as pre-processing steps for ALPR OCR on thousands of labeled production crops. Both did nothing.