Classifying Judgements using Transfer Learning

Pradeesh Parameswaran, Andrew Trotman, Veronica Liesaputra, David Eyers


Abstract
We describe our method for classifying short texts into the APPRAISAL framework, work we conducted as part of the ALTA 2020 shared task. We tackled this problem using transfer learning. Our team, “orangutanV2” placed equal first in the shared task, with a mean F1-score of 0.1026 on the private data set.
Anthology ID:
2020.alta-1.19
Volume:
Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association
Month:
December
Year:
2020
Address:
Virtual Workshop
Editors:
Maria Kim, Daniel Beck, Meladel Mistica
Venue:
ALTA
SIG:
Publisher:
Australasian Language Technology Association
Note:
Pages:
135–139
Language:
URL:
https://aclanthology.org/2020.alta-1.19
DOI:
Bibkey:
Cite (ACL):
Pradeesh Parameswaran, Andrew Trotman, Veronica Liesaputra, and David Eyers. 2020. Classifying Judgements using Transfer Learning. In Proceedings of the 18th Annual Workshop of the Australasian Language Technology Association, pages 135–139, Virtual Workshop. Australasian Language Technology Association.
Cite (Informal):
Classifying Judgements using Transfer Learning (Parameswaran et al., ALTA 2020)
Copy Citation:
PDF:
https://aclanthology.org/2020.alta-1.19.pdf