Context-Aware Prediction of Derivational Word-forms
Table 1: Accuracy for predicted lemmas (bases and derivations) on shared and split lexicons
['[EMPTY]', '[BOLD] Shared', '[BOLD] Split']
We ran two experiments: first, a shared lexicon experiment, where every stem in the test data was present in the training data; and second, using a split lexicon, where every stem in the test data was unseen in the training data. Note that most of the models significantly outperform our baseline under shared lexicon setting. The baseline model doesn’t support the split lexicon setting (as the derivational forms of interest, by definition, don’t occur in the training data), so we cannot generate results in this setting.