1 Introduction
Table 10: Macro F1-scores with iterative LM adaptation on the GDI 2018 development set.
['[BOLD] Number of epochs 1', '[BOLD] Macro F1-score 0.776', '[BOLD] Number of epochs 17-19', '[BOLD] Macro F1-score 0.813']
There was a clear improvement of 0.041, at 477-999 epochs, on the original macro F1-score. It would again seem that, the language models become very stable with repeated adaptation, at least when there is no unknown language present in the data which is the case with the development set. Good scores were obtained already at 20 iterations, after which the results started to fluctuate up and down.