Take our best system (the last row in Table  2) as an example, among 1,312 sentences in the CoNLL-2014 dataset, seq2seq inference with shallow fusion LM edits 566 sentences.
fluency boost inference additionally edits 23 sentences during the second round inference, improving F 0.5 from 52.59 to 52.72.