As a second baseline, we compare to our previous work, which improved Ocular's diplomatic transcription accuracy by introducing orthographic variation directly into the LM with hand-constructed language-specific orthographic rules to rewrite the LM training data prior to n-gram estimation (Garrette et al., 2015).
this rule-based preprocessing approach is inadequate in many ways.