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://preview.aclanthology.org/build-pipeline-with-new-library/2020.alta-1.19/
- DOI:
- 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)
- PDF:
- https://preview.aclanthology.org/build-pipeline-with-new-library/2020.alta-1.19.pdf