Aligning Script Events with Narrative Texts
Table 2: Event Type Classification performance, with and without sequential features.
['[EMPTY]', '[BOLD]  P', '[BOLD]  R', '[BOLD]  F1']
Results. Our CRF model achieves a F1-score of 0.543, a considerably higher performance in comparison to the baselines. As can be seen from excluding the sequential feature, ordering information improves the result. The rather small difference is due to the fact that ordering information can also be misleading (cf. We found, however, that including the sequential feature accounts for an improvement of up to 4% in F1 score, depending on the scenario.