@albinzehe

Literary Event Detection

, , и . Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, стр. 3623--3634. Florence, Italy, Association for Computational Linguistics, (июля 2019)
DOI: 10.18653/v1/P19-1353

Аннотация

In this work we present a new dataset of literary events---events that are depicted as taking place within the imagined space of a novel. While previous work has focused on event detection in the domain of contemporary news, literature poses a number of complications for existing systems, including complex narration, the depiction of a broad array of mental states, and a strong emphasis on figurative language. We outline the annotation decisions of this new dataset and compare several models for predicting events; the best performing model, a bidirectional LSTM with BERT token representations, achieves an F1 score of 73.9. We then apply this model to a corpus of novels split across two dimensions---prestige and popularity---and demonstrate that there are statistically significant differences in the distribution of events for prestige.

Линки и ресурсы

тэги

сообщество

  • @albinzehe
  • @dblp
@albinzehe- тэги данного пользователя выделены