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AMORE-UPF at SemEval-2018 Task 4: BiLSTM with Entity Library

  • Authors
  • Aina L, Silberer C, Sorodoc IT, Westera M, Boleda G
  • UPF authors
  • SORODOC ., IONUT-TEODOR; AINA ., LAURA; BOLEDA TORRENT, GEMMA; WESTERA ., MATTHIJS;
  • Authors of the book
  • VV.AA
  • Book title
  • International Workshop on Semantic Evaluation 2018
  • Publication year
  • 2018
  • Pages
  • -
  • ISBN
  • 978-1-948087-20-9
  • Abstract
  • This paper describes our winning contribution to SemEval 2018 Task 4: Character Identification on Multiparty Dialogues. It is a simple, standard model with one key innovation, an entity library. Our results show that this innovation greatly facilitates the identification of infrequent characters. Because of the generic nature of our model, this finding is potentially relevant to any task that requires effective learning from sparse or unbalanced data.
  • Complete citation
  • Aina L, Silberer C, Sorodoc IT, Westera M, Boleda G. AMORE-UPF at SemEval-2018 Task 4: BiLSTM with Entity Library. In: VV.AA. International Workshop on Semantic Evaluation 2018. 1 ed. 2018.