Fine-tuning the model for reading both English and Arabic

[mariam-alsaleh]

I am working on a project where the text is a mix of English and Arabic and even though EasyOCR is made to recognize both I am facing the following issue:
Once the model comes across a slightly unclear English character, it immediately switches to Arabic and starts giving indecipherable results. However those same examples were read with high accuracy when I set it to only read English.
Could this be fixed by fine-tuning it on both languages? Are there other suggestions? Please let me know.