Previous work on combining multiple inputs in neural translation deal with data from different domains, e.g., multilingual (Zoph and Knight, 2016) or multimodal (Libovický and Helcl, 2017) data.
in the absence of ground truth transcriptions, we can use different methods to generate a noisy corrected version for each OCR'd line.