Most of the language pairs do not contain an adequately sized development set for word alignment experiments.
rather than early stopping, we used a fixed number of updates for each training stage across all languages pairs: 90k for training the translation model, 10k for the alignment layer and 10k for guided alignment training (batch-size: 36k words).