research product . 2020

NUIG-DSI at the WebNLG+ challenge: Leveraging transfer learning for RDF-to-text generation

Pasricha, Nivranshu; Arcan, Mihael; Buitelaar, Paul;
Open Access English
  • Published: 18 Dec 2020
  • Publisher: Association for Computational Linguistics
  • Country: Ireland
This paper describes the system submitted by NUIG-DSI to the WebNLG+ challenge 2020 in the RDF-to-text generation task for the English language. For this challenge, we leverage transfer learning by adopting the T5 model architecture for our submission and fine-tune the model on the WebNLG+ corpus. Our submission ranks among the top five systems for most of the automatic evaluation metrics achieving a BLEU score of 51.74 over all categories with scores of 58.23 and 45.57 across seen and unseen categories respectively. This work was conducted with the financial support of the Science Foundation Ireland Centre for Research Training in Artificial Intelligence under ...
free text keywords: WebNLG, RDF-to-text generation
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